{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model diagnostics\n",
    "\n",
    "It is recommended to read [this tutorial](./single_phase_flow.ipynb) first.\n",
    "\n",
    "PorePy is capable of running the multiphysics simulations of coupled processes in the mixed dimensional setting. That means in practice, that the model consists of multiple equations, each of which is defined on a set of subdomains or interfaces. The equations depend on model primary variables, which are defined on the corresponding subdomains and interfaces. The core of solution strategies to run the numerical simulation is solving a linear system of equations based on Jacobian matrix:\n",
    "$$J_{ij}:=\\frac{\\partial F_i}{\\partial x_j}$$\n",
    "Here $F_i$ is any model equation after discretization, $x_j$ is any model primary variable in a discrete domain. The indices $i$ and $j$ run over the whole discrete computational domain and include all equations and variables in a model.\n",
    "\n",
    "### Example:\n",
    "Let's create a model including mass and energy balance with one fracture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import porepy as pp\n",
    "from porepy.applications.md_grids.model_geometries import (\n",
    "    SquareDomainOrthogonalFractures,\n",
    ")\n",
    "from porepy.models.mass_and_energy_balance import MassAndEnergyBalance\n",
    "\n",
    "\n",
    "class MyModel(SquareDomainOrthogonalFractures, MassAndEnergyBalance):\n",
    "    def meshing_arguments(self) -> dict:\n",
    "        cell_size = self.solid.convert_units(0.25, \"m\")\n",
    "        return {\"cell_size\": cell_size}\n",
    "\n",
    "    def bc_values_pressure(self, boundary_grid: pp.BoundaryGrid) -> np.ndarray:\n",
    "        \"\"\"Pressure = 1 on the west boundary of the domain and 0 elsewhere.\n",
    "\n",
    "        Parameters:\n",
    "            boundary_grid: The boundary grid on which we define the boundary condition.\n",
    "\n",
    "        Returns:\n",
    "            Array of boundary values.\n",
    "\n",
    "        \"\"\"\n",
    "\n",
    "        bounds = self.domain_boundary_sides(boundary_grid)\n",
    "        values = np.zeros(boundary_grid.num_cells)\n",
    "        # See section on scaling for explanation of the conversion.\n",
    "        pressure = self.fluid.convert_units(1, \"Pa\")\n",
    "        values[bounds.west] = pressure\n",
    "        return values\n",
    "    "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're solving the model and plotting the pressure distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ybty40YhQiYgal8WLF+Ps2bO4e/cuSktL8a9//Uu2+XuIGgrJiUtpaSkCAwORnJxcr/0vXryIYcOGYdCgQcjNzcW0adMwYcIEm5gvg4iIiBoWk0YVKRQK7Nq1CyNGjKhxn5kzZ2Lv3r346aef9GWvvvoqbt++jfT0dGMvTURERI2Qxfu4ZGVlVanajIiIwLRp02o8pqyszGAWTp1Oh5s3b6JVq1ayTbpERERU6bfffkN5eblZzuXk5CTbvDyWJoRASUkJ2rRpY7Z1syyeuGg0Gnh5eRmUeXl5obi4GPfu3TNYRr5SQkIC3nvvPUuHViNObUNEZNss/SHXBQDnCa6/y5cvm22l8gY5qmj27NkGC/oVFRWhbdu2uHz5Mtzc3GSMjIiIbMHDaymZW3FxMfz8/PAOAFWde9euDMBHQL3f3/7v//4Pb7zxBj755BOEhIRg5cqV2L17N7Kzs9G6desq+9+8edNg7bibN2+ib9++WL58OUaPHm1i9HWrfK3MuVyHxRMXb29vFBQUGJQVFBTAzc2t2toW4MFS7A+vzlrJzc2NiQsREdXJGu8VKgDmauCp7/tbSkoKJk6ciMmTJwMAQkJCsH//fmzfvh2zZs2q9rwPS0pKQtOmTTF27Fg0a9bMPMHXgzlrwCyeuISFhSEtLc2gbP/+/QgLC7P0pYmIiCymye+bKSrXIi8uLjYor+4DfHl5ObKzszF79mx9mYODA8LDw5GVlVWv661btw6vvvqqVZMWc5PcU+bOnTvIzc3VL7V+8eJF5ObmIj8/H8CDZp6xY8fq93/jjTdw4cIFzJgxA6dPn8bKlSvxxRdfYPr06ea5AyIiIhk4mmkDHiyq6e7urt8SEhKqXK+wsBBarbbafqMajabOeI8cOYKffvoJEyZMMOJuGw7JNS5Hjx7FoEGD9F9X9kWJjo7Gxo0bcfXqVX0SAwCPPvoo9u7di+nTp+Pvf/87HnnkEaxduxYRERFmCJ+IiEgejjC9xqXi93//3Meluu4Splq3bh26d++O3r17m/3c1iQ5cRk4cGCto26qmxV34MCByMnJkXopIiKiRqE+fVw8PDygVCqr7Tfq7e1d67GlpaVITU3F+++/b3KscuPq0DK6d+8eSktL5Q6DiIiMYM6movpwcnJCcHAwMjIy9GU6nQ4ZGRl19hvdvn07ysrKMGbMGAlXbJiYuMiktLQUGzZswFtvvYVz587JHQ4REUnUxEybFHFxcVizZg02bdqEU6dOYdKkSSgtLUVMTAwAYOzYsQaddyutW7cOI0aMQKtWraTfaAPTIOdxaQyaNWuGVq1aQafTITQ0FFlZWejUqZPcYRERUQMWGRmJ69evY/78+dBoNAgKCkJ6erq+w25+fn6VGWrPnDmDgwcP4uuvv5YjZLMzaa0iaykuLoa7uzuKiorsYh4XrVYLpVIJAFi5ciViY2Px0UcfYdq0afpyIiJqmCrfk1YCqH42svq7B2AyYDfvb39mifdv1rhYmRBCnw1/8cUXiI2NxaxZszBq1CgmLURENsQco4ru170L/QkTFysSQugTl23btmHkyJF4++23ERcXBw8PD7nDIyIiavCYuFiBVvtgbkQHBwc4ODggNTUVo0aNwttvv40ZM2bokxadTme21TOJiMiypI4KqukcJA3fJS1MCIGNGzfinXfegUKhwLZt2zBq1ChMmDABH330EVq3bg2FQgGFQgGlUomBAwfKHTIREdWDHKOKiImLxSkUCgQHByMpKQnPPPMMoqKi8Pbbb+P999/H1atX9duaNWvQrFkzuLm54ejRowBQ60R/REREjRETFysICgrSr+/Uvn17TJs2Dd7e3vD29sbdu3f1q322bNkSpaWlGDZsGHbu3GnW1TSJiMi8WOMiDyYuVtKjRw9kZmbi/PnzWLp0KSoqHqxQsXz5cixcuBAKhQJHjx5FRkYGFi1ahDfeeAP//e9/ZY6aiIhqYu2Zc+kBJi5W1L17d/znP//BpUuXcOPGDRw+fBhJSUlo2rQpxo8fj+DgYJw/fx4TJ05EYGAgrly5InfIRERUg8rh0KZsTFykY+JiZUFBQfjss8/g5eWFLVu2AHiwhsTq1asxdOhQDB48GFlZWThz5gxKSkpkjpaIiKhhYbIng6ZNm+Knn37CmjVr4OXlBW9vbxQUFCA+Ph737t1D3759MXDgQPTp00fuUImIqAYcDi0PvmYyqOzPUlZWhoKCAvTs2VP/vQEDBmDJkiVQq9Xw8/MDwPldiIgaInN0rmXnXOmYuMhk3LhxGDduHHJycjBkyBC89NJLeP755/GXv/xFv49Op8ONGzfQunVrVFRUwNGRj4uIiBo3foyXWc+ePfHdd9/h5s2bOHnyJPLy8vTf27p1K7y9vXHx4kU4OjrqRyIREZH8OKpIHnzNGoCuXbti3bp10Ol0Bqtnvvrqq/j6668RGhqKI0eOwN/fnzUvREQNhDkWWeRfc+lY49JAuLi46JOWyhlzHR0dsWHDBgwdOhS9evVCXl4ea16IiKhRY+LSAD08Y65SqcTatWvx/PPPM3khImpA2FQkDyYuNsDR0RFr167FCy+8gJCQEH2fl4fXMtLpdDh37hxu3bolY6RERI0Hp/yXBxMXG1GZvAwZMgSDBw/GrVu3DGpmzp07h5SUFIwZMwZnzpyRMVIiIiLLYS2VDVEqlfj888+xfft2lJSUoEWLFvrvdezYEc8++yxu3ryJoKAgnD59Gu3atZMxWiIi+8YJ6OTBGhcbo1Qq8eqrr6Jt27b6svLycjg4OCA8PBxXr15Fs2bN8PPPP8sYJRGR/eNaRfLga2bjtFotnJycAAAvvPACsrOzsWXLFvTv31/myIiI7BtnzpUHExcbptVqoVQqAQDPP/88Dh8+jE2bNuGZZ57Rd94VQnC5ACIishtMXGzQjRs30KxZM6jVagCGScvgwYP1E9QpFAooFAocOnQIzZo1Q2BgoJxhExHZFfZxkQc/ituY8vJyvP3224iLiwNQc9LysK+++go9e/bEjz/+aO1wiYjslqMSaOJo2uaolPsubA+TPRvj5OSEyZMno2/fvti+fTucnJxqTVoAYOHChQCAJ598EllZWax5ISIim8XExQY98cQTyMnJwYABA9C9e3c89dRTta5fpNPpsHDhQggh0K9fP2RlZaFbt25WjJiIyP44OgKOirr3q/UcAoDWLOE0GmwqslGPP/44MjIy8M033+DDDz+EVlv1J79yZt3KzrlvvfUWAgIC8NRTT+GXX36xarxERPamidI8G0nDxMWGBQYGIjc3FwD0axclJiZCoVBg6tSpUCgUuH//Pn755RfMmDEDw4YNw/nz5/Hcc8/hwoULMkZORERkHDYV2bhu3brh8ccfh0KhwH/+8x98+umn6NGjB+7fv4/jx49j4cKF+O9//4sbN25g8uTJGDJkCPr16yd32ERENs9sTUUkCRMXO6BQKLBgwQIkJiYCAC5fvozz589j06ZNCAkJQVRUFN566y24ubnJHCkRkf1oogSamNhu0URnnlgaEyYudmLNmjXo168fhBD49ttvIYSAWq1GWloamjZtCoVCYTBhHRERkS1iHxc7kJqaipYtW2LPnj1ISUlBr169MGrUKNy8eRMdOnSAs7MzQkNDkZ2dLXeoRET2Q2mmjSRh4mLjLl++jKlTp2LLli1Qq9V47LHH4OrqijNnzgAAJk+ejGPHjiEwMBARERG4du2azBETEdkJRzNtJIlCVI6ZbcCKi4vh7u6OoqIi9tP4k927d+PFF180aAJ6eGh0RUUFlEoldDod/Pz88Oabb2LWrFlyhEpEZBf070mPAG4mfvwv1gHuv8Bu398s8f7NXM/GPfPMMzh+/LhB2aBBg1BYWIgFCxboExoHBweEh4cjIyMDP//8M7799ltoNBq0adMGY8aMwZw5c/SrTBMRETVUTFxsnKurq8EsuLGxsSguLgYADBkyxGBfLy8v/Pvf/8YjjzyCTz/9FB07dsRPP/2EiRMnorS0FEuXLrVq7ERENs0Rpne44KgiyZi42AkhBN58803s2rULXbt21U9M92fu7u7YsGGD/uv27dvjxIkTWLBgAT7++GPk5OQgKCjIOkETEdkyB7BzrQzYOddOTJkyBZs3b8bWrVvxz3/+Ew4ODjh9+jTu3bun36egoADe3t5Vjt21axfUarU1wyUiIjIKExc7sWrVKhQVFWHgwIFo164ddDodXnvtNWzbtg3Ag4UWMzIyEBYWZnDcunXrkJ2djbi4ODnCJiKyXRxVJAsmLnZi5syZ1ZbHxMRAoVBAqVSipKQEMTEx+u/l5ubir3/9K4YPH47o6GhrhUpEZB+YuMiCiYud+Nvf/oZTp04ZbHPnzoWPjw+aNGmCHj16YO/evfDy8gIAXLlyBX379kW3bt2wc+dOmaMnIiKqH+Z6dqJ169Zo3bo1Zs2ahSVLllT5/o8//oj+/fsDADIzM/Hyyy+jadOmOHLkCBwcmL8SEUnGmW9lwXcsO1NdzcvDW2ZmJsaPHw8hBG7cuAFnZ2colUp06NABABASEsJmIyKi+pCpqSg5ORn+/v5Qq9UIDQ3FkSNHat3/9u3bmDJlCnx8fKBSqdCpUyekpaVJv3ADwRoXO1NZ81KTw4cP4/z58/qv/zxx8rZt2+Dp6Yn4+HjMmDHD5mtjysrKoFKp5A7DJEIICCFs/lnodDqbv4eKigoAgKOjbf/pvHHjBlq1agVnZ2e5QyGJtm3bhri4OKSkpCA0NBRJSUmIiIjAmTNn4OnpWWX/8vJyDB48GJ6entixYwd8fX1x6dIlNG/e3PrBmwmn/CcAQF5eHh599FHk5ORApVKhb9++ePHFF7FkyRKbfbMpLi7GyZMnERISYtNvNGfPnoVarUbbtm3lDsVoFRUVOHz4MJ588kmbfhYXLlxAWVkZAgIC5A7FaNevX8fp06fh5+eHXr16yR2OTdK/J4UAbib+OBdXAO5H6z/lf2hoKJ544gmsWLECAOpcziUlJQUfffQRTp8+jSZNmpgWrBE45T9Z3J07d9C+fXvs2rULI0aMQHl5ORYuXAiFQgFXV1coFAq5Q6w3Nzc3uLi44NKlS+jYsaPc4RitWbNmuH37tk299n92584dNGnSRJY/nOZSWlqKX3/9Fb169bLZZ1FQUIAzZ87A3d0dXbt2lTsc22eOPi6/Vx1UznheSaVSVaktLi8vR3Z2NmbPnq0vq1zOJSsrq9rTf/nllwgLC8OUKVPwz3/+E61bt8aoUaMwc+ZMgzXubAkTFwIA+Pv7o6ioCO7u7gblmzdvxubNmwEAW7duRdOmTeUIzyS3bt3Cr7/+KncYJvv+++/lDsFk9nAP2dnZcodgspKSEuh0nGveZGYczuzn52fwdXx8PBYsWGBQVlhYCK1Wqx8dWsnLywunT5+u9rwXLlzAt99+i9GjRyMtLQ3nzp3D5MmTcf/+fcTHx5sneCtj4kJ6rq6uKCoqghACJSUlAB7M9TJmzBhEREQgJCQESqUSLi4uNvWJ89KlSyguLka3bt1sKu5KFRUVOHLkCEJCQmx2IczTp0/DxcUFjzzyiNyhGOX69eu4ePEievXqZZNNXdeuXcO5c+fg5uaGoKAgfP/991X6t5G8Ll++bNCUYq6+eTqdDp6enli9ejWUSiWCg4Nx5coVfPTRR0xcyPYpFAq4ubmhuLi4Svb/xRdf4IsvvgBguzUvNVWl2oqjR4/KHYJJbt68ifz8fLnDMEldozcaujt37ths80CDZMYaFzc3tzr7gHh4eECpVKKgoMCgvKblXADo5/J6+LkHBARAo9GgvLzcJj8MMXGhKmqreenTpw+cnZ2hUCjQtGlTm6nBuH37Ni5fvoyAgIB6f2K+efMmWrZsaeHI6icvLw9qtbrGP07mYKn7raiowIkTJ9C1a9cG08dFyr3++uuvuHv3Ljp06GAzP++Vbt68icuXL6N169Z47rnnWNNiblae+dbJyQnBwcHIyMjAiBEjAPyxnEtsbGy1x/Tt2xdbt241GNV39uxZ+Pj42GTSAjBxoWrUVvPy1Vdf4auvvpIpMiIy1rFjx+QOgcwgLi4O0dHRCAkJQe/evZGUlITS0lL9ci5jx46Fr68vEhISAACTJk3CihUrMHXqVLz55pv4+eefsXjxYrz11lty3oZJmLhQjSprXv6cwGxeBgTY7iCdeknLBOYtAzB0M9DKdoe+1tuFNOCHeQBmAbDdYdf1cwTARgD/HwAPeUOxikIAO6uMWiEzcIDpo4ok9pGOjIzE9evXMX/+fGg0GgQFBSE9PV3fYTc/P99gCgs/Pz/s27cP06dPR48ePeDr64upU6fWuL6dLWDiQjWqrHmpTGBycnIwcOBABHQEenWTOzrLOlU5R1+rAMCrEcx1cePU7/9pC+AxOSOxgsp+Nh4A2sgZCNk6czQVGdFyFxsbW2PTUGZmZpWysLAwHD58WPqFGijbnFmMrKoygbG19n0iIrI/rHGhemvWrJncIRARNRwy1bg0dkxcqN5Y40JE9BBzzJzLeQAlY1MRERER2QwmLnbo+++/x/Dhw9GmTRsoFArs3r27zmMyMzPRq1cvqFQqdOzYERs3brR4nERENs3RTBtJwsTFDpWWliIwMBDJycn12v/ixYsYNmwYBg0ahNzcXEybNg0TJkzAvn37LBwpEZENU8L0pIUTGUtmVOKSnJwMf39/qNVqhIaG1jkNdlJSEjp37gxnZ2f4+flh+vTp+O2334wKmOr2l7/8BYsWLcKLL75Yr/1TUlLw6KOP4uOPP0ZAQABiY2Px0ksv4ZNPPrFwpERENkxppo0kkZy4bNu2DXFxcYiPj8exY8cQGBiIiIgIXLt2rdr9t27dilmzZiE+Ph6nTp3CunXrsG3bNrz77rsmB0/mkZWVhfDwcIOyiIgIm1/bh4iI7I/kxGXZsmWYOHEiYmJi0LVrV6SkpKBp06ZYv359tfsfOnQIffv2xahRo+Dv748hQ4Zg5MiRNr9YmT3RaDTVLpNeXFyMe/fuyRQVEVEDxz4uspCUuJSXlyM7O9vg07mDgwPCw8Nr/HTep08fZGdn6xOVCxcuIC0tDUOHDq3xOmVlZSguLjbYiIiIGhQmLrKQ9JIVFhZCq9VW++n89OnT1R4zatQoFBYWol+/fhBCoKKiAm+88UatTUUJCQl47733pIRGJvD29q52mXQ3Nzc4OzvLFBUREVFVFh9VlJmZicWLF2PlypU4duwYdu7cib1792LhwoU1HjN79mwUFRXpt8uXL1s6zEYtLCwMGRkZBmX79+9HWFiYTBEREdkA1rjIQtJL5uHhAaVSWe2nc29v72qPmTdvHqKiojBhwgQAQPfu3VFaWorXX38dc+bMMVjFspJKpYJKpZISGj3kzp07OHfunP7rixcvIjc3Fy1btkTbtm0xe/ZsXLlyBZ999hkA4I033sCKFSswY8YMvPbaa/j222/xxRdfYO/evXLdAhFRw2eO1aE5KYlkkl4yJycnBAcHG3w61+l0yMjIqPHT+d27d6skJ0rlgyctBBdpsISjR4+iZ8+e6NmzJwAgLi4OPXv2xPz58wEAV69eRX5+vn7/Rx99FHv37sX+/fsRGBiIjz/+GGvXrkVERIQs8RMREdVEciVVXFwcoqOjERISgt69eyMpKQmlpaWIiYkBAIwdOxa+vr5ISEgAAAwfPhzLli1Dz549ERoainPnzmHevHkYPny4PoEh8xo4cGCtSWF1s+IOHDgQOTk5FoyKiMjOmKOpR2uOQBoXyS95ZGQkrl+/jvnz50Oj0SAoKAjp6en6Drv5+fkGNSxz586FQqHA3LlzceXKFbRu3RrDhw/HBx98YL67ICIisjYmLrIw6iWPjY1FbGxstd/LzMw0vICjI+Lj4xEfH2/MpYiIiIj02J+ZiIjIGOaYsp89JiRj4kJERGQMNhXJgokLERGRMSpXhzZFhTkCaVw4gpyIiIhsBmtciIiIjGGOpiK+C0vGl4yIiMgY7JwrCzYVERERkc1gjQsREZEx2FQkC75kRERExmDiIgs2FREREZHNYK5HRERkDAeY3rmW1QeSMXEhIiIyBpuKZMFcj4iIiGwGcz0iIiJjsMZFFnzJiIiIjMEJ6GTBxIWIiMgYrHGRBfu4EBERkc1grkdERGQMJUx/F2VTkWRMXIiIiIzBpiJZsKmIiIiIbAZzPSIiImNwVJEsmLgQEREZg01FsmBTEREREdkM5npERI2ITqcDAJSXl6NZs2YyR2PjWOMiC75kRESNyNGjRwEAZWVlMkdiB7g6tCz4khERNQIXLlwAAHh7ewMAXF1d5QyHTJCcnAx/f3+o1WqEhobiyJEjNe67ceNGKBQKg02tVlsxWvNj4kJE1AgIIQAAbdu2lTkSO+Jopk2Cbdu2IS4uDvHx8Th27BgCAwMRERGBa9eu1XiMm5sbrl69qt8uXbok7aINDBMXIqJGoEOHDnKHYH9kSFyWLVuGiRMnIiYmBl27dkVKSgqaNm2K9evX13iMQqGAt7e3fvPy8pJ20QaGiQsREZExlGbaABQXFxts1fVBKi8vR3Z2NsLDw/VlDg4OCA8PR1ZWVo1h3rlzB+3atYOfnx9eeOEFnDhxwtQ7lxUTFyIiIpn5+fnB3d1dvyUkJFTZp7CwEFqttkqNiZeXFzQaTbXn7dy5M9avX49//vOf2Lx5M3Q6Hfr06YNffvnFIvdhDRxVREREZAwzDoe+fPky3Nzc9MUqlcrEEz8QFhaGsLAw/dd9+vRBQEAAPv30UyxcuNAs17A2Ji5ERETGMOPq0G5ubgaJS3U8PDygVCpRUFBgUF5QUKAfLVaXJk2aoGfPnjh37pxR4TYEbCqyY1KGzAFAUlISOnfuDGdnZ/j5+WH69On47bffrBQtERHVxsnJCcHBwcjIyNCX6XQ6ZGRkGNSq1Ear1eL48ePw8fGxVJgWxxoXO1U5ZC4lJQWhoaFISkpCREQEzpw5A09Pzyr7b926FbNmzcL69evRp08fnD17FuPGjYNCocCyZctkuAMiogZOhplz4+LiEB0djZCQEPTu3RtJSUkoLS1FTEwMAGDs2LHw9fXV95F5//338eSTT6Jjx464ffs2PvroI1y6dAkTJkwwMXD5MHGxUw8PmQOAlJQU7N27F+vXr8esWbOq7H/o0CH07dsXo0aNAgD4+/tj5MiR+Pe//23VuImIbIYMq0NHRkbi+vXrmD9/PjQaDYKCgpCenq7vsJufnw8Hhz8aU27duoWJEydCo9GgRYsWCA4OxqFDh9C1a1cTA5cPExc7VDlkbvbs2fqyuobM9enTB5s3b8aRI0fQu3dvXLhwAWlpaYiKirJW2EREVA+xsbGIjY2t9nuZmZkGX3/yySf45JNPrBCV9TBxsUO1DZk7ffp0tceMGjUKhYWF6NevH4QQqKiowBtvvIF3333XGiETEdkeLrIoC3bOJQAPsvTFixdj5cqVOHbsGHbu3Im9e/fa7HA5IiKLqxxVZMpmalNTI8Rczw4ZM2Ru3rx5iIqK0nfY6t69O0pLS/H6669jzpw5Bm2mp2x3FF29Xbz8+39unJI1Dqspuvj7f/JlDcM6KifqKpQ1CutpLPdJjQUTFzv08JC5ESNGAPhjyFxN7aJ37941SE4AQKl88FGgcnG2GzduAADGxFko8IYobYzcEVhZotwBWNFOuQOwqlu3bkGhUMgdhn2RoXMuMXGxW1KHzA0fPhzLli1Dz549ERoainPnzmHevHkYPny4PoFp1aoVAGAQgBay3JX15AM4CuDJhUPg+mhLucOxuMv/KcHpKyHAv5oDJa3lDseyKn4AylcBeAGAh9zRWEEhgH+iRYsWuH37ttzB2Bf2cZEFXzI7JXXI3Ny5c6FQKDB37lxcuXIFrVu3xvDhw/HBBx9UOfdjANpY60ZkdBRAu6Fd4NnrEblDsbhi3ATCFgCnTgHlAXKHY3nlqwB0B9BO7kis4BKAf8odhH1i4iILvmR2TMqQOUdHR8THxyM+Pt4KkRERERmHiQsREZExWOMiC75kRERERhAOgDCxc63gpCSS8SUjIiIim8EaFyIiIiNoHR9spp6DpOFLRkREZAQmLvJgUxERERHZDOZ6RERERqhQKlChNG024gqlACDME1AjwcSFiIjICFpHR2gdTUtctI4CwH3zBNRIsKmIiIiIbAZrXIiIiIygVSqhNbGpSKtkjYtUTFyIiIiMoIMSWpiWuOjYv0UyJi5ERERGqIASFSYmLhVMXCRjHxciIiKyGaxxISIiMoIWSmhN/Pyvhc5M0TQeTFyIiIiMYJ7ExbSmpsaITUVERERkM1jjQkREZATWuMiDiQsREZERmLjIg01FREREZDNY40JERGQELZSoYI2L1Rn1iicnJ8Pf3x9qtRqhoaE4cuRIrfvfvn0bU6ZMgY+PD1QqFTp16oS0tDSjAiYiImoItHA0y0bSSH7Ftm3bhri4OKSkpCA0NBRJSUmIiIjAmTNn4OnpWWX/8vJyDB48GJ6entixYwd8fX1x6dIlNG/e3BzxExERyUILB2ihNPEcJJXkxGXZsmWYOHEiYmJiAAApKSnYu3cv1q9fj1mzZlXZf/369bh58yYOHTqEJk2aAAD8/f1Ni5qIiIgaJUlNReXl5cjOzkZ4ePgfJ3BwQHh4OLKysqo95ssvv0RYWBimTJkCLy8vdOvWDYsXL4ZWW3OeWVZWhuLiYoONiIioIXkwqsj0jaSRlLgUFhZCq9XCy8vLoNzLywsajabaYy5cuIAdO3ZAq9UiLS0N8+bNw8cff4xFixbVeJ2EhAS4u7vrNz8/PylhEhERWdyDRRZN30gaiw+H1ul08PT0xOrVqxEcHIzIyEjMmTMHKSkpNR4ze/ZsFBUV6bfLly9bOkwiIiKyAZL6uHh4eECpVKKgoMCgvKCgAN7e3tUe4+PjgyZNmkCp/COrDAgIgEajQXl5OZycnKoco1KpoFKppIRGRERkVTo4mtzUo+NwaMkk1bg4OTkhODgYGRkZ+jKdToeMjAyEhYVVe0zfvn1x7tw56HR/rIB59uxZ+Pj4VJu0EBER2QL2cZGH5KaiuLg4rFmzBps2bcKpU6cwadIklJaW6kcZjR07FrNnz9bvP2nSJNy8eRNTp07F2bNnsXfvXixevBhTpkwx310QERFRoyB5OHRkZCSuX7+O+fPnQ6PRICgoCOnp6foOu/n5+XBw+CMf8vPzw759+zB9+nT06NEDvr6+mDp1KmbOnGm+uyAiIrIyc9SYcB4X6Yyasi82NhaxsbHVfi8zM7NKWVhYGA4fPmzMpYiIyAzu3LkDADhx4gQAoKSkBM2aNZMzJJtnngnohJmiaTy4yCIRUSNw/vx5ANAnK87OznKGQ2Q0Ji5ERI1AYGAggD9mLnd05Bo5puI8LvLgTy4REZERzLFIIvu4SMfEhYiIyAg6M3TO1bGPi2RsKrJjycnJ8Pf3h1qtRmhoKI4cOVLr/rdv38aUKVPg4+MDlUqFTp06IS0tzUrREhER1Y2Ji53atm0b4uLiEB8fj2PHjiEwMBARERG4du1atfuXl5dj8ODByMvLw44dO3DmzBmsWbMGvr6+Vo6ciMg2yDUBndQPpZVSU1OhUCgwYsQIyddsSJi42Klly5Zh4sSJiImJQdeuXZGSkoKmTZti/fr11e6/fv163Lx5E7t370bfvn3h7++PAQMG6Dv0ERGRoQo4mKFzrrS3YakfSivl5eXh7bffRv/+/U255QaBiYsdKi8vR3Z2NsLDw/VlDg4OCA8PR1ZWVrXHfPnllwgLC8OUKVPg5eWFbt26YfHixdBq2XWMiMjSiouLDbaysrJq95P6oRQAtFotRo8ejffeew/t27e31C1YDRMXO1RYWAitVqufzbiSl5cXNBpNtcdcuHABO3bsgFarRVpaGubNm4ePP/4YixYtskbIREQ2p3JUkakb8GCWeXd3d/2WkJBQ5XrGfCgFgPfffx+enp4YP368+V8EGXBUEQF4sFimp6cnVq9eDaVSieDgYFy5cgUfffQR4uPj5Q6PiKjBMc+U/w8WIL58+TLc3Nz05SqVqsq+tX0oPX36dLXnP3jwINatW4fc3FyT4mxImLjYIQ8PDyiVShQUFBiUFxQUwNvbu9pjfHx80KRJEyiVf/wSBgQEQKPRoLy8nCt5ExFZkJubm0HiYg4lJSWIiorCmjVr4OHhYdZzy4lNRXbIyckJwcHByMjI0JfpdDpkZGQgLCys2mP69u2Lc+fOQafT6cvOnj0LHx8fJi1ERNWw9qgiqR9Kz58/j7y8PAwfPhyOjo5wdHTEZ599hi+//BKOjo76ZSBsDRMXOxUXF4c1a9Zg06ZNOHXqFCZNmoTS0lLExMQAAMaOHYvZs2fr9580aRJu3ryJqVOn4uzZs9i7dy8WL16MKVOmyHULREQNmtYM0/1LSVykfijt0qULjh8/jtzcXP32/PPPY9CgQcjNzYWfn59ZXgdrY1ORnYqMjMT169cxf/58aDQaBAUFIT09Xd82mp+fDweHP/JWPz8/7Nu3D9OnT0ePHj3g6+uLqVOnYubMmXLdAhER/UlcXByio6MREhKC3r17IykpqcqHUl9fXyQkJECtVqNbt24Gxzdv3hwAqpTbEiYudiw2NhaxsbHVfi8zM7NKWVhYGA4fPmzhqIiI7IN51iqSNuW/1A+l9oiJCxERkRG0cDDDqCLpc2VJ/VD6sI0bN0q+XkPDxIWIiMgI5hkObdrxjZF91ycRERGRXWGNCxERkRFY4yIPJi5ERERGqBwObeo5SBo2FREREZHNYOLSQH322Wdo1apVlRVCR4wYgaioKJmiIiKiSuZcZJHqj4lLA/Xyyy9Dq9Xiyy+/1Jddu3YNe/fuxWuvvSZjZEREBFh/yn96gKleA+Xs7IxRo0Zhw4YNePnllwEAmzdvRtu2bTFw4EBZYyuU9erWcavy31PXZI3DWu7+WgG0BaC9CFTckzscy9Jd/P0/V2UNw3oay31SY8HEpQGbOHEinnjiCVy5cgW+vr7YuHEjxo0bB4VCIUs8N27cAADslOXq8vh6TKrcIVhH2x7AuEzg7myg5Ee5o7GSdXIHYFW3bt2S7W+HvTLPBHRs+JCKiUsD1rNnTwQGBuKzzz7DkCFDcOLECezdu1e2eFq1agUAGASghWxRWEc+gKMAnlw4BK6PtpQ7HIu7+F8nnOs6EHB+E2jqLHc4llXxA1C+CsALADzkjsYKCgH8Ey1atMDt27flDsauVJhhVJGpxzdGTFwauAkTJiApKQlXrlxBeHh4g1jN8zEAbeQOwgqOAmg3tAs8ez0idygWV4ybOAcAjn0BVYDc4Vhe+SoA3QG0kzsSK7gE4J9yB0FkNqyjauBGjRqFX375BWvWrGGnXCKiBoSjiuTBxKWBc3d3x//8z//AxcUFI0aMkDscIiL6nc4MI4p0bCqSjKmeDbhy5QpGjx4NlUoldyhERPQ7TvkvDyYuDditW7eQmZmJzMxMrFy5Uu5wiIiIZMfEpQHr2bMnbt26hSVLlqBz585yh0NERA/hcGh5MHFpwPLy8uQOgYiIalABJZQcDm11TPWIiIjIZrDGhYiIyAjmGM7M4dDS8RUjIiIygs4Mo4o4HFo6NhURERGRzWCNCxERkRE4j4s8mLgQEREZoQJKOHBUkdWxqYiIiIhsBmtciIiIjPCgqcjUUUWscZGKiQsREZER2MdFHkxciIiIjMDERR7s40JEREQ2gzUuRERERuAEdPJg4kJERGSECiih4HBoq2NTEREREdkM1rgQEREZQQslHDgc2upY40JE1Ajk5OQAAM6fPw8AuH//vpzh2IXKUUWmbiQNExc7lpycDH9/f6jVaoSGhuLIkSP1Oi41NRUKhQIjRoywbIBEZDWdOnUC8EfCUlZWJmc4REZj4mKntm3bhri4OMTHx+PYsWMIDAxEREQErl27VutxeXl5ePvtt9G/f38rRUpE1tCsWTMAQJcuXQAALi4ucoZjF1jjIg8mLnZq2bJlmDhxImJiYtC1a1ekpKSgadOmWL9+fY3HaLVajB49Gu+99x7at29vxWiJiGxPBZRm2UgaJi52qLy8HNnZ2QgPD9eXOTg4IDw8HFlZWTUe9/7778PT0xPjx4+3RphERESScVSRHSosLIRWq4WXl5dBuZeXF06fPl3tMQcPHsS6deuQm5trhQiJiGyfDo4mL7Ko49uwZHzFCCUlJYiKisKaNWvg4eEhdzhERDZBa4YJ6NjHRTomLnbIw8MDSqUSBQUFBuUFBQXw9vausv/58+eRl5eH4cOH68t0Oh0AwNHREWfOnEGHDh0sGzQRkY3RwsEMiQt7bEjFV8wOOTk5ITg4GBkZGfoynU6HjIwMhIWFVdm/S5cuOH78OHJzc/Xb888/j0GDBiE3Nxd+fn7WDJ+IiKhGrHGxU3FxcYiOjkZISAh69+6NpKQklJaWIiYmBgAwduxY+Pr6IiEhAWq1Gt26dTM4vnnz5gBQpZyIiB54MCKIaxVZG2tc7FRkZCSWLl2K+fPnIygoCLm5uUhPT9d32M3Pz8fVq1dljpKIyHZpf++ca+omlZTJRXfu3ImQkBA0b94czZo1Q1BQED7//HNTblt2rHGxY7GxsYiNja32e5mZmbUeu3HjRvMHREREJqmcXDQlJQWhoaFISkpCREQEzpw5A09Pzyr7t2zZEnPmzEGXLl3g5OSEPXv2ICYmBp6enoiIiJDhDkzHGhciIiIj6Mwwa65OYlOR1MlFBw4ciBdffBEBAQHo0KEDpk6dih49euDgwYPmeAlkwcSFiIjICOac8r+4uNhgq24tKWMnF60khEBGRgbOnDmDp556ynwvhJUxcSEiIpKZn58f3N3d9VtCQkKVfWqbXFSj0dR47qKiIri4uMDJyQnDhg3D8uXLMXjwYLPfg7UYlbhw1WEiImrszFnjcvnyZRQVFem32bNnmy1OV1dX5Obm4j//+Q8++OADxMXF1dnPsSGT3DlXasegSlx1mIiI7EkFHCDMNAGdm5sb3Nzcat1X6uSilRwcHNCxY0cAQFBQEE6dOoWEhAQMHDjQpNjlIrnGxRqrDpeVlVVp7yMiImrMpE4uWhOdTldtHxpbISlxsdaqwwkJCQZtfZy5lYiIGho55nGJi4vDmjVrsGnTJpw6dQqTJk2qMrnow81MCQkJ2L9/Py5cuIBTp07h448/xueff44xY8aY9bWwJkmvmLVWHZ49ezbi4uL0XxcXFzN5ISKiBkVrhplzpS6yGBkZievXr2P+/PnQaDQICgqqMrmog8MfdRKlpaWYPHkyfvnlFzg7O6NLly7YvHkzIiMjTYpbThadgM7YVYdVKhVUKpUFIyMiIjKNzgyJi9R5XABpk4suWrQIixYtMia0BktS4sJVh4mIiEhOkvq4cNVhIiKiByqgNMtG0khuKuKqw0RERA/6pwgTe1wY01TU2El+xaV2DCIiIiIyF6NSRa46TEREjd2DGhfrd85t7Cw6qoiIiMheMXGRB9t0iIiIyGawxoWIiMgIWp0SQmdijYuJxzdGTFyIiIiMoK1QQldhWuIhTDy+MWJTEREREdkM1rgQEREZQVvhCEWFaW+jwsTjGyO+YkREREbQVjhAYXJTERs+pGLiQkREZARthdIMiQv7uEjFVI+IiIhsBmtcSLJCuQOwgluV/566Jmsc1nL31wqgLQDtRaDintzhWJbu4u//uSprGNbTWO7T+ioqlFDcZ42LtTFxoXq7ceMGAGCnzHFY09djUuUOwTr8ewKJAH6bC5TkyB2NlayTOwCrunXrFhQKhdxh2BWhdYTQmvg2aurxjRBfMaq3Vq1aAQAWxgGP+skcjIX9cBRYtQVA34WA+6Nyh2N51/KA9zOBm88BiJA5GEs7AeD/ARgEoIXMsVjDLQAH0KJFC9y+fVvuYIhMxsSFJBs6EOjVTe4oLG/VFgDthwJeveQOxfKK0oDsgYC4jsbxZv7/ADwGoI3cgVjBrwAOyB2EfapQPthMPQdJwsSFiIjIGExcZMFRRURERGQzWONCRERkDK0CqDCxw7OWHaalYuJCRERkjIrfN1PPQZKwqYiIiIhsBmtciIiIjMEaF1kwcSEiIjIGExdZsKnIjiUnJ8Pf3x9qtRqhoaE4cuRIjfuuWbMG/fv3R4sWLdCiRQuEh4fXuj8RUaNXAeC+iRsTF8mYuNipbdu2IS4uDvHx8Th27BgCAwMRERGBa9eqX3snMzMTI0eOxIEDB5CVlQU/Pz8MGTIEV65csXLkRERENWPiYqeWLVuGiRMnIiYmBl27dkVKSgqaNm2K9evXV7v/li1bMHnyZAQFBaFLly5Yu3YtdDodMjIyrBw5EVnCzz//LHcI9kdrpo0kYeJih8rLy5GdnY3w8HB9mYODA8LDw5GVlVWvc9y9exf3799Hy5YtLRUmEVlRkyZNAAB5eXnyBmJPKsy0kSRMXOxQYWEhtFotvLy8DMq9vLyg0WjqdY6ZM2eiTZs2BskPEdkuf39/AA/+PgBAcXGxjNEQGY+JC1WRmJiI1NRU7Nq1C2q1Wu5wiMiMgoODAYC/2+bAGhdZcDi0HfLw8IBSqURBQYFBeUFBAby9vWs9dunSpUhMTMQ333yDHj16WDJMIpKBQvFginknJyeZI7EDHA4tC9a42CEnJycEBwcbdKyt7GgbFhZW43EffvghFi5ciPT0dISEhFgjVCIiIklY42Kn4uLiEB0djZCQEPTu3RtJSUkoLS1FTEwMAGDs2LHw9fVFQkICAGDJkiWYP38+tm7dCn9/f31fGBcXF7i4uMh2H0REDZYWpteYcFSRZExc7FRkZCSuX7+O+fPnQ6PRICgoCOnp6foOu/n5+XBw+KPCbdWqVSgvL8dLL71kcJ74+HgsWLDAmqETEdkGNhXJgomLHYuNjUVsbGy138vMzDT4mkMkiYjIFjBxISIiMgZrXGTBxIWIiMgYlesNmXoOkoSJCxERkTHMMWU/O+dKxuHQREREZDNY40JERGQMDoeWBRMXIiIiY7BzrizYVERERGRDkpOT4e/vD7VajdDQUBw5cqTGfdesWYP+/fujRYsWaNGiBcLDw2vd3xYwcSEiIjKGDIssbtu2DXFxcYiPj8exY8cQGBiIiIgIXLt2rdr9MzMzMXLkSBw4cABZWVnw8/PDkCFDcOXKFen320AwcSEiIjKGDInLsmXLMHHiRMTExKBr165ISUlB06ZNsX79+mr337JlCyZPnoygoCB06dIFa9eu1a9dZ6uYuBAREcmsuLjYYCsrK6uyT3l5ObKzsxEeHq4vc3BwQHh4OLKysup1nbt37+L+/fto2bKl2WK3NiYuRERExqgcVWTK9vuoIj8/P7i7u+u3ygVwH1ZYWAitVqtfc66Sl5eXfmHcusycORNt2rQxSH5sDUcVERERGcOMo4ouX74MNzc3fbFKpTLxxFUlJiYiNTUVmZmZUKvVZj+/tTBxISIikpmbm5tB4lIdDw8PKJVKFBQUGJQXFBTA29u71mOXLl2KxMREfPPNN+jRo4fJ8cqJTUVERETGuG+mrZ6cnJwQHBxs0LG2sqNtWFhYjcd9+OGHWLhwIdLT0xESEiLhBhsm1rgQEREZQ4a1iuLi4hAdHY2QkBD07t0bSUlJKC0tRUxMDABg7Nix8PX11feRWbJkCebPn4+tW7fC399f3xfGxcUFLi4uJgYvDyYuRERExpBh5tzIyEhcv34d8+fPh0ajQVBQENLT0/UddvPz8+Hg8EdjyqpVq1BeXo6XXnrJ4Dzx8fFYsGCBicHLg4kLERGRDYmNjUVsbGy138vMzDT4Oi8vz/IBWRkTFyIiImNwkUVZMHEhIiIyRgUApRnOQZJwVBERERHZDNa4EBERGeM+TP/4L2E4ND3AxIWIiMgYMgyHJjYVERERkQ1hjQsREZExOKpIFkxciIiIjFEB09stOKpIMjYVERERkc1gjQsREZEx7gNQmOEcJAkTFyIiImNwVJEsmLgQEREZg31cZME+LkRERGQzWONCRERkDA6HlgUTFyIiImOYo2MtO+dKZlRTUXJyMvz9/aFWqxEaGoojR47UuO+aNWvQv39/tGjRAi1atEB4eHit+xMRERHVRHLism3bNsTFxSE+Ph7Hjh1DYGAgIiIicO3atWr3z8zMxMiRI3HgwAFkZWXBz88PQ4YMwZUrV0wOnoiISDZaM20kieTEZdmyZZg4cSJiYmLQtWtXpKSkoGnTpli/fn21+2/ZsgWTJ09GUFAQunTpgrVr10Kn0yEjI6PGa5SVlaG4uNhgI+mk1IwBwPbt29GlSxeo1Wp0794daWlpVoqUiMgGVZhpI0kkJS7l5eXIzs5GeHj4HydwcEB4eDiysrLqdY67d+/i/v37aNmyZY37JCQkwN3dXb/5+flJCZMgvWbs0KFDGDlyJMaPH4+cnByMGDECI0aMwE8//WTlyImIiGomKXEpLCyEVquFl5eXQbmXlxc0Gk29zjFz5ky0adPGIPn5s9mzZ6OoqEi/Xb58WUqYBOk1Y3//+9/x7LPP4p133kFAQAAWLlyIXr16YcWKFVaOnIjIRrDGRRZWHVWUmJiI1NRUZGZmQq1W17ifSqWCSqWyYmT2pbJmbPbs2fqyumrGsrKyEBcXZ1AWERGB3bt3V9n31DmzhtsgXazMlW+ckjUOq7nz6+//0QAolDMSK6j8kGXv91mpsdynDMyRdDBxkUxS4uLh4QGlUomCggKD8oKCAnh7e9d67NKlS5GYmIhvvvkGPXr0kB4p1VttNWOnT5+u9hiNRlNnTZqrqysAYIxhfmPf0sbIHYGV9AQUEwBsAJAjdzBWslPuAKzKzc0Nt2/fljsMIpNJSlycnJwQHByMjIwMjBgxAgD0HW1jY2NrPO7DDz/EBx98gH379iEkJMSkgEk+jz32GM6ePYuSkhK5Q7GKGzduoFWrVnKHYRWnTjtjzBhg85YtCOhyT+5wLK4xPdvS0lKcPXsWDg6cKN3stDB9kUWOKpJMclNRXFwcoqOjERISgt69eyMpKQmlpaWIiYkBAIwdOxa+vr5ISEgAACxZsgTz58/H1q1b4e/vr/8E7+LiAhcXFzPeClUypmbM29u7Xvs/9thj5g2WGpSALgHo1UvuKMjcgoKCcPDgQTRv3hwKhanvtKTHpiJZSE7BIyMjsXTpUsyfPx9BQUHIzc1Fenq6vpkhPz8fV69e1e+/atUqlJeX46WXXoKPj49+W7p0qfnuggw8XDNWqbJmLCwsrNpjwsLCqgxR379/f437E5HtcHV1Rb9+/XDv3j1cvHhR7nDsBzvnysKozrmxsbE1Ng1lZmYafJ2Xl2fMJchEUmvGpk6digEDBuDjjz/GsGHDkJqaiqNHj2L16tVy3gYRmYmrqyv69u3LmheyeVyryE5FRkbi+vXrmD9/PjQaDYKCgqrUjD3c5t2nTx9s3boVc+fOxbvvvovHHnsMu3fvRrdu3eS6BSIys8qalx9++AHXr19Hu3bt5A7JtlUAECaeg31cJFMIIUx92S2uuLgY7u7uKCoqgpubm9zhENmdq1eBTz8F/vpXwMdH7mjI0u7duwe1Ws1aFyNVviehRxGgNPE9SVsM/Gi/72+WeP9mjQsRwccHWLBA7ijIWpydneUOgchoTFyIiIiMwaYiWTBxISIiMgYTF1lwRiIiIiKyGaxxISIiMkYFAJ2J5zD1+EaIiQsREZExtDC9qYiJi2RsKiIiIiKbwRoXIiIiY1TA9I//rHGRjDUuVC/Jycnw9/eHWq1GaGgojhw5Uuv+27dvR5cuXaBWq9G9e3ekpaVZKdI/SIl5zZo16N+/P1q0aIEWLVogPDy8znu0BKmvc6XU1FQoFAr9qu3WJDXm27dvY8qUKfDx8YFKpUKnTp2s/vMhNeakpCR07twZzs7O8PPzw/Tp0/Hbb79ZKVrg+++/x/Dhw9GmTRsoFArs3r27zmMyMzPRq1cvqFQqdOzYERs3brR4nI0O1yqSh7ABRUVFAoAoKiqSO5RGKTU1VTg5OYn169eLEydOiIkTJ4rmzZuLgoKCavf/4YcfhFKpFB9++KE4efKkmDt3rmjSpIk4fvx4g4151KhRIjk5WeTk5IhTp06JcePGCXd3d/HLL7802JgrXbx4Ufj6+or+/fuLF154wTrB/k5qzGVlZSIkJEQMHTpUHDx4UFy8eFFkZmaK3NzcBhvzli1bhEqlElu2bBEXL14U+/btEz4+PmL69OlWizktLU3MmTNH7Ny5UwAQu3btqnX/CxcuiKZNm4q4uDhx8uRJsXz5cqFUKkV6erp1ArZzle9JaFkk4CFM21ra9/ubJd6/mbhQnXr37i2mTJmi/1qr1Yo2bdqIhISEavd/5ZVXxLBhwwzKQkNDxV//+leLxvkwqTH/WUVFhXB1dRWbNm2yVIhVGBNzRUWF6NOnj1i7dq2Ijo62euIiNeZVq1aJ9u3bi/LycmuFWIXUmKdMmSKefvppg7K4uDjRt29fi8ZZk/okLjNmzBCPP/64QVlkZKSIiIiwYGSNBxOX+rPE+zebiqhW5eXlyM7ORnh4uL7MwcEB4eHhyMrKqvaYrKwsg/0BICIiosb9zc2YmP/s7t27uH//Plq2bGmpMA0YG/P7778PT09PjB8/3hphGjAm5i+//BJhYWGYMmUKvLy80K1bNyxevBharXVm4TIm5j59+iA7O1vfnHThwgWkpaVh6NChVonZGHL/DjYaOjwYWWTKxj4ukrFzLtWqsLAQWq1Wv6p0JS8vL5w+fbraYzQaTbX7azQai8X5MGNi/rOZM2eiTZs2Vf74W4oxMR88eBDr1q1Dbm6uFSKsypiYL1y4gG+//RajR49GWloazp07h8mTJ+P+/fuIj49vkDGPGjUKhYWF6NevH4QQqKiowBtvvIF3333X4vEaq6bfweLiYty7d49rFZlLBQBT16ls8MscNzyscSH6k8TERKSmpmLXrl1Qq9Vyh1OtkpISREVFYc2aNfDw8JA7nHrT6XTw9PTE6tWrERwcjMjISMyZMwcpKSlyh1ajzMxMLF68GCtXrsSxY8ewc+dO7N27FwsXLpQ7NKJGiYkL1crDwwNKpRIFBQUG5QUFBfD29q72GG9vb0n7m5sxMVdaunQpEhMT8fXXX6NHjx6WDNOA1JjPnz+PvLw8DB8+HI6OjnB0dMRnn32GL7/8Eo6Ojjh//nyDixkAfHx80KlTJyiVSn1ZQEAANBoNysvLLRovYFzM8+bNQ1RUFCZMmIDu3bvjxRdfxOLFi5GQkACdrmHW89f0O+jm5sbaFnOSaVSRlFFxJ06cwP/8z//A398fCoUCSUlJ0i/YwDBxoVo5OTkhODgYGRkZ+jKdToeMjAyEhYVVe0xYWJjB/gCwf//+Gvc3N2NiBoAPP/wQCxcuRHp6OkJCQqwRqp7UmLt06YLjx48jNzdXvz3//PMYNGgQcnNz4efn1+BiBoC+ffvi3LlzBm/4Z8+ehY+PD5ycnBpkzHfv3oWDg+GfysrES4iGWc8v9+9go3HfTJsE27ZtQ1xcHOLj43Hs2DEEBgYiIiIC165dq3b/u3fvon379khMTLTah0eLM1s3XwviqCJ5paamCpVKJTZu3ChOnjwpXn/9ddG8eXOh0WiEEEJERUWJWbNm6ff/4YcfhKOjo1i6dKk4deqUiI+Pl2U4tJSYExMThZOTk9ixY4e4evWqfispKWmwMf+ZHKOKpMacn58vXF1dRWxsrDhz5ozYs2eP8PT0FIsWLWqwMcfHxwtXV1fxj3/8Q1y4cEF8/fXXokOHDuKVV16xWswlJSUiJydH5OTkCABi2bJlIicnR1y6dEkIIcSsWbNEVFSUfv/K4dDvvPOOOHXqlEhOTuZwaDPSjypSFgk4CtM2pbT3N1NGTLZr10588sknxt62UTgcmomLbJYvXy7atm0rnJycRO/evcXhw4f13xswYICIjo422P+LL74QnTp1Ek5OTuLxxx8Xe/futXLE0mJu167dgz9Ef9ri4+MbbMx/JkfiIoT0mA8dOiRCQ0OFSqUS7du3Fx988IGoqKhosDHfv39fLFiwQHTo0EGo1Wrh5+cnJk+eLG7dumW1eA8cOFDtz2dlnNHR0WLAgAFVjgkKChJOTk6iffv2YsOGDVaL197pExcUCSiEaRsenOvy5cuiqKhIv/32229VrltWViaUSmWV4fBjx44Vzz//fJ1x20viohCigdZ1PqS4uBju7u4oKiqCm5ub3OEQEVEjVvmeBBQBMPU9qRiAe5XS+Ph4LFiwwKDs119/ha+vLw4dOmTQ7Ddjxgx89913+Pe//13rlfz9/TFt2jRMmzbNxJjrzxLv3xwOTUREJLPLly8bvLGrVCoZo2nYmLgQERHJzM3Nrc4aCVNGTNoTjioiIiKyAcaOmLQ3rHEhIiKyEXFxcYiOjkZISAh69+6NpKQklJaWIiYmBgAwduxY+Pr6IiEhAcCDZS5Onjyp//+VK1eQm5sLFxcXdOzYUbb7MAUTFyIiIhsRGRmJ69evY/78+dBoNAgKCkJ6erp+iYf8/HyDeYd+/fVX9OzZU//10qVLsXTpUgwYMACZmZnWDt8sOKqIqJG6fv06unfvjrfeeku/7s6hQ4cwcOBAfPXVV3jmmWdkjpCoYfpjVFEhzDOqyMNu3984qoiIzKZ169ZYv349RowYgSFDhqBz586IiopCbGwskxaiejFyzv4q5yApmLgQNWJDhw7FxIkTMXr0aISEhKBZs2b6tnEiooaIiQtRI7d06VJ069YN27dvR3Z2NuePIKo3IxYbqvYcJAWHQxM1cufPn8evv/4KnU6HvLw8ucMhsiEyLQ/dyLHGhagRKy8vx5gxYxAZGYnOnTtjwoQJOH78ODw9PeUOjYioWkxciBqxOXPmoKioCP/7v/8LFxcXpKWl4bXXXsOePXvkDo3IBlTA9KYe1rhIxaYiokYqMzMTSUlJ+Pzzz+Hm5gYHBwd8/vnn+Ne//oVVq1bJHR6RDbhvpo2kYI0LUSM1cOBA3L9v+EfT398fRUVFMkVERFQ3Ji5ERERG4TwucmDiQkREZBT2cZEDExciIiKjsMZFDuycS0RERDaDNS5ERERG4cy5cmDiQkREZBQ2FcmBTUVERERkM1jjQkREZBSOKpIDExciIiKjsKlIDmwqIiIiIpvBGhciIiKjcFSRHJi4EBERGYVNRXJgUxERERHZDNa4EBERGYWjiuTAxIWIiMgobCqSAxMXIiIio7BzrhzYx4WIiIhsBmtciIiIjMIaFzkwcSEiIjIK+7jIgU1FREREZDNY40JERGQUDoeWAxMXIiIio7CpSA5sKiIiIiKbwRoXIiIio9yH6W+jHFUkFRMXIiIio7CpSA5sKiIiIiKbwRoXIiIio3BUkRyMqnFJTk6Gv78/1Go1QkNDceTIkVr33759O7p06QK1Wo3u3bsjLS3NqGCJiIgajgozbSSF5MRl27ZtiIuLQ3x8PI4dO4bAwEBERETg2rVr1e5/6NAhjBw5EuPHj0dOTg5GjBiBESNG4KeffjI5eCIiIvncN9NGUiiEEELKAaGhoXjiiSewYsUKAIBOp4Ofnx/efPNNzJo1q8r+kZGRKC0txZ49e/RlTz75JIKCgpCSklKvaxYXF8Pd3R1FRUVwc3OTEi4REZFZVb4nAXMBqE08228AFtnt+5sl3r8l9XEpLy9HdnY2Zs+erS9zcHBAeHg4srKyqj0mKysLcXFxBmURERHYvXt3jdcpKytDWVmZ/uuioiIAD14Aa7DHHx4iosbEku8Xf5y7FKY39ZT96Zz2pfK+JNaR1EpS4lJYWAitVgsvLy+Dci8vL5w+fbraYzQaTbX7azSaGq+TkJCA9957r0q5n5+flHCJiIgs6BOzncne399u3Ljxey2V6RrkqKLZs2cb1NLcvn0b7dq1Q35+vtlunIxTXFwMPz8/XL58mTVTMuOzaDj4LBoWazyP3377DeXl5WY5l5OTE9RqU5ucGqaioiK0bdsWLVu2NNs5JSUuHh4eUCqVKCgoMCgvKCiAt7d3tcd4e3tL2h8AVCoVVCpVlXJ3d3f+UWgg3Nzc+CwaCD6LhoPPomGx5PPgc5bGwcF808ZJOpOTkxOCg4ORkZGhL9PpdMjIyEBYWFi1x4SFhRnsDwD79++vcX8iIiKimkhuKoqLi0N0dDRCQkLQu3dvJCUlobS0FDExMQCAsWPHwtfXFwkJCQCAqVOnYsCAAfj4448xbNgwpKam4ujRo1i9erV574SIiIjsnuTEJTIyEtevX8f8+fOh0WgQFBSE9PR0fQfc/Px8gyqhPn36YOvWrZg7dy7effddPPbYY9i9eze6detW72uqVCrEx8dX23xE1sVn0XDwWTQcfBYNC59Hw2GJZyF5HhciIiIiuXCRRSIiIrIZTFyIiIjIZjBxISIiIpvBxIWIiIhsBhMXIiIishkNJnFJTk6Gv78/1Go1QkNDceTIkVr33759O7p06QK1Wo3u3bsjLS3NSpHaPynPYs2aNejfvz9atGiBFi1aIDw8vM5nR/Un9feiUmpqKhQKBUaMGGHZABsRqc/i9u3bmDJlCnx8fKBSqdCpUyf+nTITqc8iKSkJnTt3hrOzM/z8/DB9+nT89ttvVorWfn3//fcYPnw42rRpA4VCUeviyZUyMzPRq1cvqFQqdOzYERs3bpR+YdEApKamCicnJ7F+/Xpx4sQJMXHiRNG8eXNRUFBQ7f4//PCDUCqV4sMPPxQnT54Uc+fOFU2aNBHHjx+3cuT2R+qzGDVqlEhOThY5OTni1KlTYty4ccLd3V388ssvVo7c/kh9FpUuXrwofH19Rf/+/cULL7xgnWDtnNRnUVZWJkJCQsTQoUPFwYMHxcWLF0VmZqbIzc21cuT2R+qz2LJli1CpVGLLli3i4sWLYt++fcLHx0dMnz7dypHbn7S0NDFnzhyxc+dOAUDs2rWr1v0vXLggmjZtKuLi4sTJkyfF8uXLhVKpFOnp6ZKu2yASl969e4spU6bov9ZqtaJNmzYiISGh2v1feeUVMWzYMIOy0NBQ8de//tWicTYGUp/Fn1VUVAhXV1exadMmS4XYaBjzLCoqKkSfPn3E2rVrRXR0NBMXM5H6LFatWiXat28vysvLrRVioyH1WUyZMkU8/fTTBmVxcXGib9++Fo2zsalP4jJjxgzx+OOPG5RFRkaKiIgISdeSvamovLwc2dnZCA8P15c5ODggPDwcWVlZ1R6TlZVlsD8ARERE1Lg/1Y8xz+LP7t69i/v375t1JdDGyNhn8f7778PT0xPjx4+3RpiNgjHP4ssvv0RYWBimTJkCLy8vdOvWDYsXL4ZWq7VW2HbJmGfRp08fZGdn65uTLly4gLS0NAwdOtQqMdMfzPXeLXnKf3MrLCyEVqvVLxlQycvLC6dPn672GI1GU+3+Go3GYnE2BsY8iz+bOXMm2rRpU+WHk6Qx5lkcPHgQ69atQ25urhUibDyMeRYXLlzAt99+i9GjRyMtLQ3nzp3D5MmTcf/+fcTHx1sjbLtkzLMYNWoUCgsL0a9fPwghUFFRgTfeeAPvvvuuNUKmh9T03l1cXIx79+7B2dm5XueRvcaF7EdiYiJSU1Oxa9cuqNVqucNpVEpKShAVFYU1a9bAw8ND7nAaPZ1OB09PT6xevRrBwcGIjIzEnDlzkJKSIndojU5mZiYWL16MlStX4tixY9i5cyf27t2LhQsXyh0aGUn2GhcPDw8olUoUFBQYlBcUFMDb27vaY7y9vSXtT/VjzLOotHTpUiQmJuKbb75Bjx49LBlmoyD1WZw/fx55eXkYPny4vkyn0wEAHB0dcebMGXTo0MGyQdspY34vfHx80KRJEyiVSn1ZQEAANBoNysvL4eTkZNGY7ZUxz2LevHmIiorChAkTAADdu3dHaWkpXn/9dcyZM8dgUWCyrJreu93c3Opd2wI0gBoXJycnBAcHIyMjQ1+m0+mQkZGBsLCwao8JCwsz2B8A9u/fX+P+VD/GPAsA+PDDD7Fw4UKkp6cjJCTEGqHaPanPokuXLjh+/Dhyc3P12/PPP49BgwYhNzcXfn5+1gzfrhjze9G3b1+cO3dOnzwCwNmzZ+Hj48OkxQTGPIu7d+9WSU4qE0rBNYatymzv3dL6DVtGamqqUKlUYuPGjeLkyZPi9ddfF82bNxcajUYIIURUVJSYNWuWfv8ffvhBODo6iqVLl4pTp06J+Ph4Doc2E6nPIjExUTg5OYkdO3aIq1ev6reSkhK5bsFuSH0Wf8ZRReYj9Vnk5+cLV1dXERsbK86cOSP27NkjPD09xaJFi+S6Bbsh9VnEx8cLV1dX8Y9//ENcuHBBfP3116JDhw7ilVdekesW7EZJSYnIyckROTk5AoBYtmyZyMnJEZcuXRJCCDFr1iwRFRWl379yOPQ777wjTp06JZKTk213OLQQQixfvly0bdtWODk5id69e4vDhw/rvzdgwAARHR1tsP8XX3whOnXqJJycnMTjjz8u9u7da+WI7ZeUZ9GuXTsBoMoWHx9v/cDtkNTfi4cxcTEvqc/i0KFDIjQ0VKhUKtG+fXvxwQcfiIqKCitHbZ+kPIv79++LBQsWiA4dOgi1Wi38/PzE5MmTxa1bt6wfuJ05cOBAtX//K1//6OhoMWDAgCrHBAUFCScnJ9G+fXuxYcMGyddVCMG6MiIiIrINsvdxISIiIqovJi5ERERkM5i4EBERkc1g4kJEREQ2g4kLERER2QwmLkRERGQzmLgQERGRzWDiQkRERDaDiQsRERHZDCYuREREZDOYuBAREZHN+P8BNB7ux/9zvmoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "setup = MyModel({})\n",
    "pp.run_time_dependent_model(setup)\n",
    "pp.plot_grid(setup.mdg, cell_value=setup.pressure_variable)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The last assembled Jacobian can be accessed with the property `linear_system`.\n",
    "Let's look at its sparsity pattern."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x15a73dd00>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "jacobian, rhs = setup.linear_system\n",
    "\n",
    "plt.spy(jacobian.toarray())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The image itself doesn't provide us with any useful information. However, studying the matrix is one way to debug the model you're working on.\n",
    "The matrix consists of multiple blocks - the submatrices. Each block corresponds to the dependence of a specific equation on a specific variable. If there are multiple subdomains/interfaces, we can also divide each submatrix into grid-related blocks.\n",
    "\n",
    "The list of equations used in this model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0. energy_balance_equation\n",
      "1. interface_fourier_flux_equation\n",
      "2. interface_enthalpy_flux_equation\n",
      "3. well_enthalpy_flux_equation\n",
      "4. mass_balance_equation\n",
      "5. interface_darcy_flux_equation\n",
      "6. well_flux_equation\n"
     ]
    }
   ],
   "source": [
    "for i, equation in enumerate(setup.equation_system.equations):\n",
    "    print(f\"{i}. {equation}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, one equation can be defined in multiple subdomains.\n",
    "\n",
    "Now, we plot the list of variables. Note, that each variable corresponds to its own subdomain. That's why you'll see \"temperature\" and \"pressure\" twice - one of them is defined in the 2D subdomain, and the latter - in the 1D subdomain. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0. temperature\n",
      "1. temperature\n",
      "2. interface_fourier_flux\n",
      "3. interface_enthalpy_flux\n",
      "4. pressure\n",
      "5. pressure\n",
      "6. interface_darcy_flux\n"
     ]
    }
   ],
   "source": [
    "for i, variable in enumerate(setup.equation_system.variables):\n",
    "    print(f\"{i}. {variable.name}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Diagnostics\n",
    "\n",
    "The idea of the diagnostics is to monitor some integral value for each block. This value is called the \"Condition number\". Don't worry if you're not familiar with it. The things you need to know are that:\n",
    "- it takes values in $[1, \\infty]$.\n",
    "- unity matrix has condition number = 1.\n",
    "- degenerate matrices have condition number = $\\infty$. \n",
    "- the smaller the condition number, the more accurately and easily we can solve a linear system numerically.\n",
    "\n",
    "For more information, reference [Wikipedia](https://en.wikipedia.org/wiki/Condition_number).\n",
    "\n",
    "We can compute the condition number for each submatrix of our Jacobian. A big condition number of a block can point out where to look for a bug or a reason for a performance decrease.\n",
    "\n",
    "To run the diagnostics you need to add the diagnostics mixin to your model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class MyModelWithDiagnostics(pp.DiagnosticsMixin, MyModel):\n",
    "    pass\n",
    "\n",
    "\n",
    "setup = MyModelWithDiagnostics({})\n",
    "pp.run_time_dependent_model(setup)\n",
    "pp.plot_grid(setup.mdg, cell_value=setup.pressure_variable)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mixin provides the methods `run_diagnostics` and `plot_diagnostics`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostics_data = setup.run_diagnostics(\n",
    "    default_handlers=(\"cond\",),\n",
    ")\n",
    "setup.plot_diagnostics(\n",
    "    diagnostics_data,\n",
    "    key=\"cond\",\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Things to consider:\n",
    "- Do your expectations of which equations depend on which variables (and on which grids) match what you see?\n",
    "- Does any block have a much bigger condition value than the others? Is this expected?\n",
    "- Maybe you should apply scaling to one of your model equations to decrease the condition number?\n",
    "\n",
    "It is computationally expensive to compute the condition number for big matrices. In this case, you can use the simplified metric - the absolute maximum for each submatrix. It might provide less information about how bad the block is, but still a good thing to look at as a sanity check. If you need the condition number, it is recommended to decrease the model size. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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379ZJExgYCFNT00J/cj+LV65cQWxsLMRiMerUqQNHR0d06tQJYWFFuwgtLpGBAZwGfIJHwTuLfIxN68YwqeKGhDN5Q+ZqrPSDZeM6uDJwMs7U/QRPdxxGwwPrIHevWKI6WdStgRfH/8zbqNHgxYk/Ydm4DgDAou4HEMtkOmnSI6KQ8TAWVo1rF7tMevckjhWhenRPZ5syJgISx7zPhKxBG0g96yPrxE6kb/pa28PWYQAkTpVKXKYy5q5+mQ6uALQ9emITc6heTZOTBdXTGEgciv9ZLan3uW36tpPjVpQCETHFH87ZpKYMl+/kIOeVjsW+bY3hVl6Kn39PR2BwKq5EKDC2lwlsLQu+7KzkKMWdh7rlh0cr4VY+/0BQJALqVTWAzECEB3EchkpUWngrpoxkZ2cjMDAQx44dQ5MmTQAAlSpVwtmzZ7F69Wq0bNlSSLtw4ULh9RdffIEuXbogKysLRkZGCAgIwBdffIEhQ4YIecyfPx/Tp0/H3LlzhTwGDBiAoUOHCq+//fZbDB8+XNjm5+eHP/74Q6eXbvjw4Vi/fj2mTZsGANi/fz+ysrKK3JuiUCjw3XffoVGjRgCADRs2wNPTExcvXkTDhg3h5eUFL6+83ob58+dj9+7d2Ldvn05P36smTZok/O7q6ooFCxbAx8cHP/zwg065q1atQuXKlQEA48aNw7x5eXO+FixYgKlTp2LixInCtgYNGgAAzp49i4sXLyI+Ph6Ghtq7mUuXLsWePXuwY8cOjBo1qtBzftP7cezYMdy5cwdHjhxB+fLlAWiDlk6dOhXemK9xcnLSCYDHjx+PI0eOYPv27WjYsCEsLCwgk8kgl8vh4OBQYD5BQUFo27Yt5syZAwCoUqUKbt++jSVLlsDb21tI17lzZ4wZMwYAMGPGDHzzzTc4efKkzhzEgqjVakyaNAnNmjXDBx+8+U64tbU17OzshF7Ukli+fDlmzpyJnj17AgBWrVqFI0eO6KTx8fF542c59z2KiooCoL3pEhQUJPTAtmrVCnfv3s03CM7OzkZ2drbOtld7mAvj0K0dpJZmeLxxd6HppOamaPvwNMSGMmhUaoSNDxACNSNnR1QY0hMnKrVGdly89jy++Rm2HZrDeUhPRMz5pkh1ySUrZwWxVIrs1+YeZj97CZOq2gtlQ4dyUGXnQJmcqpMmJ/4lDO1ti1UelQ6x3ByqDN35cJqMVIgMjf8e1qiBrEFbZOxaDfVT7ZxiZUoCFOXdYFCzCVSxUcUuUyQ3gyYjTWebJiMVIhMz7X4Tc2GbfhrzYpdXUu9r29SragBnOwm+3pxR7GMrOkjgZCvBliN5x1qZidD4AxnmrE5Bcrq2l/L4pWxUd5OiyQcy7DublW9eZiYipKardbalpqthbCiCgRRQ/P3ns3w5MXwHmEEqBbJztMNin75U55MjEb0LDBbLyP3795GRkYGPPvpIZ3tOTg7q1Kmjs61WrbwhLo6OjgCA+Ph4uLi4CHOnXu1JVKlUyMrKQkZGBuRyOQCgfv36OnlGREQIF/+5GjZsiBMnTgivvb29MXv2bJw/fx6NGzdGcHAw+vbtCxMTkyKdo1QqFYIwAKhWrRosLS0RHh6Ohg0bIi0tDf7+/jhw4ADi4uKgVCqRmZlZaM/isWPHsGjRIty5cwcpKSlQKpV65yqXy4VAMbfN4uPjhXZ78uQJ2rZtm2/+169fR1pamt78t8zMTERGRr7xnN/0foSHh8PZ2VkIQgAINwuKQ6VSITAwENu3b0dsbCxycnKQnZ0ttEFRhYeHo1u3bjrbmjVrhuXLl0OlUkEikQDQ/QyKRCI4ODgIbfomY8eORVhYGM6ePVvkemk0mhLPq0xOTkZcXJxwkwLQfhbr16+vMxTV2tq6SD2dgDbgBbS9/L16aYdcrl+/HhUqVMBvv/2Gzz//XO+YRYsWISAgQGdby5Yt0bgI5TkP7YXnh08LQV5BlKnpOFO/O6Smcti0boLqS75ARtQjJJy+CPMPqkAslaLVbd05j2JDGXJeJgHQBpQtbxwQ9omkUogNpOiQeEXYdv+r1YhcvLoItab/ArFFOYgMDCHv8dpnWiKB+nms8NJ0dOArB4kBiURnmyLiMrJPFL1n/P/Bf7FtLM1E6N3GGN/+lgZl4VMV89W0pgyxz1V4+DTv4PK2EkjEIswdrhvMSiVAeqb2b3DQhLxF1i7ezsEvx/JfTCc/zxLUWLQxFUaGItSpYoDBneRY/msaA0aiUsJgsYzk9uAdOHAATk5OOvtye7RyGRgYCL/nXkDnXrympaUhICBA6EF5lZGRkfB7UQO8V9nZ2aFr165Yv3493NzccOjQIYSEhBQ7n4L4+vri6NGjWLp0Kdzd3WFsbIzevXsjJycn3/TR0dH4+OOPMXr0aCxcuBDW1tY4e/Yshg8fjpycHCFQerW9AG2b5QYJxsbGhdYpLS0Njo6O+Z5nUR4FUtT3ozBisXaYzquBzeuLEi1ZsgQrVqzA8uXLhTmckyZNKrDt3lZ+bZr7GSzMuHHj8Pvvv+P06dOoUEF/pc/8vHz5Es+fP4ebm1uJ6lpUgYGBCAwMLDTN7du34eLiItykqV69urDP0NAQlSpVKvDmxsyZMzFlyhSdbUuWLAFCtxdaprFLeZRr2xSX+xRhdVeNBhmR2vJTrt+BqWdluM8YhYunL0JiKodaqcTZRr2gUeleBarStL0A2U/icaZ+d2G7Q/f2cOjZHtc+y+u1ViRohxDnvEiEWqmEoZ3ujRRDextkP9Wuypj99AUkhjJILcx0ehdldjbIfvb8zedDpU6dkQKR3Exnm0huBk12JqBSAgba/z+Z+9ZBnZase/Arn6P0rXlzmyUOFWHYrAsyduaN8EBOXq+6JiMVIrmpfpnp2s+IJj0lb9srPWgiuZlOEFba3se2cbGXwtxEjC8+yztviVgE9woStKwjw8RvklHQdG+ZAVCvmgy/h+oGeoYGIqjUGny1KVXv2Owc7YZFG/POJfPvbanpGpiZ6A5TNTMRIzNbI/QqAoBKDTxP0v7/efRMhYoOErSua4htR4secBJR0TFYLCPVq1eHoaEhYmJidIacFlfdunURERGhM+euKKpWrYq//voLn332mbDtr7/0lwcfMWIE+vfvjwoVKqBy5cpo1qyZXpqCKJVKXLp0CQ0bahfUiIiIQFJSEjw9PQEAoaGh8Pb2Ro8ePQBoA63Chh5evnwZarUay5YtEwKq7dsLv/B+nZmZGVxdXXH8+HG0bt1ab3/dunXx9OlTSKVSuLq6Fivv3OMLez88PT3x6NEjxMXFCQHI+fPnddLY2mqH68XFxcHKygqAdoGbV4WGhqJbt24YNGgQAO3Ng7t37+oEMzKZDCpV4beKPT09ERoaqpd3lSpVhF7FktBoNBg/fjx2796NkJCQYgV+K1asgFgsLvEzES0sLODo6IgLFy6gRQvtwhRKpVKYf5qrOMNQ69WrB0NDQ0RERODDD7WrjSoUCkRHR6NixfznDRkaGurd+JFK3/wnt8KQnsiOf4n4gyFvTPs6kVgMsaEMAJByLRxiqRQyW2skhl7ON71GpRKCTQDIef4S6swsnW1CWoUCyVduoVybJni27/jfBYpg07oJHv6wGQCQfCUM6pwclGvTBE93/wEAMKniBnlFJySev1bs86F3TxX3EFJXT51tUpcqUMVph1WqE55Bo1RAZGYFTSHDKjXJecORNaaWgEats02vTGcPKK6dySvTuQpUT6O1x6ckQJ2eAomzB9QvnmgTyAwhcXCB4uaf+eRYOt7Htol4qMCC4BSdbYM7yvHspRp//JVVYKAIAHWryCCVAH/d1r2Z+TheBYlYBDO5CJGx+f8Pyg32XhUVp0QNN90bk9UqSvHgSeHD90UiQCop3RW+id5nDBbLiJmZGXx9fTF58mSo1Wp8+OGHSE5ORmhoKMzNzYU5b2/i5+eHjz/+GC4uLujduzfEYjGuX7+OsLAwLFiwoMDjxo8fj5EjR6J+/fpo2rQpfv31V9y4cQOVKulO0u/QoQPMzc2xYMECnXl/RWFgYIDx48dj5cqVkEqlGDduHBo3biwEjx4eHti1axe6du0KkUiEOXPmFNpb5e7uDoVCgW+//RZdu3ZFaGgoVq1aVaw6Adp5Zz4+PrCzs0OnTp2QmpqK0NBQjB8/Hu3atUOTJk3QvXt3fP3116hSpQqePHmCAwcOoEePHnrDeV/3pvejXbt2qFKlCoYMGYIlS5YgJSUFs2bpLqvu7u4OZ2dn+Pv7Y+HChbh7967eCqUeHh7YsWMH/vzzT1hZWSEoKAjPnj3TCRZdXV1x4cIFREdHw9TUNN8hl1OnTkWDBg0wf/589OvXD+fOncN3332nMwe0JMaOHYutW7di7969MDMzE1bVtbCw0OndTU1NxdOnT6FQKPDgwQNs3rwZ69atw6JFi4p9A+RVEydOxFdffQUPDw9Uq1YNQUFBOivAAsUbhmpubg4fHx/MnTsXzs7OqFixoraXENoFkd4ZkQgVhvTE40179HoDvdYvRlbsM0TMDgIAVJ4+CsmXw5AeFQOJoQy2HVvCaeAnCBvnDwBIvxeN2K37UHv91wif/hWSr4VDZmuFcq2bIPVmBOIPnXq99Dd6sHw9vH5ejKTLYUj+6wZcJwyB1MQYjzZoH02gTEnDo/U74bnkCygSkqFITcMHy2cj8dwVJF0o+orCVAwGMogtygkvRRbWEJcrD012BjSpSZA17QyxqQWy/tCulqy4eQ4yr2YwbPYxFLcvQuLsDqmHFzL3/qTNQJGNnCshMGzRDRCJoHryACKZESTl3aDJyYIy/FKxq5hz7QzkvcbAoE5LqKLDIa1SG2L7Csg68ZuQRnH1NAwbtoM66QU0KS8ha9IJmvSUIq9kyrYpmWwFEPdCrbctLUsjbP+skxxJaWrsO6M717BJTRmu31cgPUs3ooxPVOPi7Rx81lmOXSFZeByvgqmxCFVdpIh9ocKtqPyDv7PXc9CyjiG6tzDCubAcVHGRom5VA51nN37S3Ai3HyiQkKKBkQyo7ymDh7MU3+94u+c7ElHBGCyWofnz58PW1haLFi1CVFQULC0tUbduXXz55ZdFzqNDhw74/fffMW/ePCxevBgGBgaoVq0aRowYUehxAwcORFRUFHx9fYVFa7y9vYXVNHOJxWJ4e3sjMDBQpxeyKORyOWbMmIEBAwYgNjYWzZs3x08//STsDwoKwrBhw9C0aVOUK1cOM2bMQEpKSoH5eXl5ISgoCIsXL8bMmTPRokULLFq0qNj1GjJkCLKysvDNN9/A19cX5cqVQ+/evQFoh1cePHgQs2bNwtChQ/H8+XM4ODigRYsWsLe3f2Peb3o/xGIxdu/ejeHDh6Nhw4ZwdXXFypUr0bFjRyEPAwMDbNu2DaNHj0atWrXQoEEDLFiwQCcomT17NqKiotChQwfI5XKMGjUK3bt3F1YdBbTDfIcMGYLq1asjMzMTDx480Ktv3bp1sX37dvj5+WH+/PlwdHTEvHnzdBa3KYnclXVbtWqls339+vU6efv5+cHPz094/mPjxo3z7fV1dXWFt7c3/P39i1T+1KlTERcXhyFDhkAsFmPYsGHo0aOHTvsU15IlSyCVSjF48GBkZmaiUaNGOHHihND7+y6Ua9sU8opOeJzPKqjGzo7QvHIzRWIixwffzoVRBQeoMrOQHhGFa0OmIe63Q0Ka68Nnwv3L0fD8+gsYOdkh50USki5cK1GvJQDE/XYIMltrVJk7AYYOtki5Ho6LH49AziuL3tyeGghPtRp1t6+E2FCGF3+cRdj4gEJypbchsXOGvHfe/HOjFto5yIrbfyHr6C8Qm5hDZGYp7NekJCBz708wbNENBrWbQ5OWhKxjv0EVk7e6cc65w9BkpkNWvy3EFtbQZGdCHR+LnL+Ol6iO6rhoZB3eDMOmnSBq2hnqpOfI/H091C/zHs2Uc/kkYCCDUdvewoPnM/as0Q7/LCG2zbthZS7W62G0sxLDvYIU3/6Wlu8xmw5noFNjI/RsZQRLUzHSMjWIfqJEWFTBz2J8mazGj7vS0auVEVrVNURSmhpbj2QiPDrvPM3kInzWyQTmJiJk5WgQ+1yF73ek662iSkTvjkjzNg8fo/+Ujz76CA4ODjqPywC0q6I+f/4c+/btK6Oa/feJRCLs3r27xEMv/8syMjJgY2ODQ4cO6QWf/28CAgJQf8HWsq7Gv86l2QMAQGcFZ9LKXSRpimXBN9LeV0FJ2gVU2Db6ctsm3mTiG1K+X+zSVwDg35r85P6tYdvoCwgIeK/bhT2L76mMjAysWrUKHTp0gEQiwbZt23Ds2DEcPXpUSJOcnIybN29i69atDBSpzJw8eRJt2rT5vw8UiYiIiP7fFPx0VPpPyx1u2aJFC9SrVw/79+/Hzp070a5dOyFNt27d0L59e/j4+Og94qNTp04FPsj8TStM/j+rUaNGgee9ZcuWsq7ef1KXLl1w4MCBNyckIiIioneKPYvvKWNjYxw7dqzQNIU9JmPdunXIzMx/meqiLhry/+jgwYN6j7HIVZQ5jQXhaHAiIiIi+rdhsEgl8vqzId8XBT0mgYiIiIjov4bDUImIiIiIiEgPg0UiIiIiIiLSw2CRiIiIiIiI9DBYJCIiIiIiIj0MFomIiIiIiEgPg0UiIiIiIiLSw2CRiIiIiIiI9DBYJCIiIiIiIj0MFomIiIiIiEgPg0UiIiIiIiLSw2CRiIiIiIiI9DBYJCIiIiIiIj0MFomIiIiIiEgPg0UiIiIiIiLSw2CRiIiIiIiI9DBYJCIiIiIiIj0ijUajKetKEBG9DwICAsq6CkRERFRMc+fOLesqlBn2LBIREREREZEeaVlXgIjoffI+350sSG6P63jJkzKuyb/Pt6ryAIAplillXJN/n6AkcwBsm/zktg3/3ujK/Vtz9FKrsq3Iv9BH9UMA8DOTn/d9VBB7FomIiIiIiEgPg0UiIiIiIiLSw2CRiIiIiIiI9DBYJCIiIiIiIj0MFomIiIiIiEgPg0UiIiIiIiLSw2CRiIiIiIiI9DBYJCIiIiIiIj0MFomIiIiIiEgPg0UiIiIiIiLSw2CRiIiIiIiI9DBYJCIiIiIiIj0MFomIiIiIiEgPg0UiIiIiIiLSw2CRiIiIiIiI9DBYJCIiIiIiIj0MFomIiIiIiEgPg0UiIiIiIiLSw2CRSkVwcDAsLS3fOh9XV1csX778rfMhrZCQEIhEIiQlJZV1Vd6ponze/P39Ubt27X+kPkRERET/BdKyrgARlY5WrVqhdu3aOsF206ZNERcXBwsLi1It+/Tp01iyZAkuX76MuLg47N69G927d9er36lTpwAAMpkM5cqVQ926dTF06FD07NmzWOX169cPnTt3flfV1xMdHQ03N7d8923fvh19+vQptbIJkLp4wKhxe0gdXSA2s0Tq9h+guHu94PTOlWHcpickNg4QGcigTk5A1pXTyL54vFTraeBZF/KW3SC2tIEqIR6Zx3dBERmmk8a4ZVcY1m4OkZExlI8jkX5wK9SJ8SUuU1K+EmT1WkFsVwFiUwtk7l8PZVRY4cc4VYZhi08gtnaAJi0J2RePQRn+V4nrUBRS91qQNekEsbkV1EkvkB36O1TRd3TSyBp3gMEHjSEyNIbqyQNkndwJTdKLEpfJtqG35VXDAgN6OqNqZVOUszHEzIVhOHP+ZYHpa1U3h8+QSqhYQQ4jQzGePs/G3sNPsH1v7FvXpbKrCab4eKCahxmSknOw8/cn2LrrkbC/RZNy+KyPC5wcjSGVivD4SSZ+2fMIR06W/O8LEcCexfeSQqEo6ypQGZHJZHBwcIBIJCrVctLT0+Hl5YXvv/++0HQjR45EXFwcIiMjsXPnTlSvXh2ffvopRo0aVazyjI2NYWdn9zZVLpSzszPi4uJ0fgICAmBqaopOnTqVWrmkJTKQQRX/GOmHtxUpvSYnB9mXQpC6cSmSV/kj8+xByFt1g2Gd5iWug7RiFViMW1jw/gqVYNpjBLKvhSJ57QIoIq7BtO9oSGzLC2mMmnSAYYM2SD+0BSnrv4ImJxtmAyYAkre4b2sgg+rFE2SH7CpScpG5NYy7DYfq8X1kbF2GnKunYdSuDyQuVUtcBYlTZZgMnVXgfrGjK4w6DYLi1gVkbA2CMjIMxh8PhdjGQUgjq9castrNkX1iBzJ+XQGNIgfy7qPYNiiltqEiMTaS4P6DNAStulek9JlZauw6EItxM69h4Ji/sOHXhxg5yA2fdHB8q3rIjSUImlcLT+OzMGLyZfywPgrDBlTUyTc1VYGN2x/CZ9pVDBl/CQePPcXMidXQsI7VW5VNxGCxDKnVaixatAhubm4wNjaGl5cXduzYIezPHTJ4/Phx1K9fH3K5HE2bNkVERIROPnv37kXdunVhZGSESpUqISAgAEqlUtgvEonw448/4pNPPoGJiQkWLtRe8CxYsAB2dnYwMzPDiBEj8MUXXwjD9E6fPg0DAwM8ffpUp6xJkyahefOiX3Dt2bMHHh4eMDIyQocOHfDoUd5dsMjISHTr1g329vYwNTVFgwYNcOzYsULzCwoKQs2aNWFiYgJnZ2eMGTMGaWlpwv7c4YhHjhyBp6cnTE1N0bFjR8TFxenk8/PPP6NGjRowNDSEo6Mjxo0bJ+xLSkrCiBEjYGtrC3Nzc7Rp0wbXrxfci/G6N70f9+7dQ4sWLWBkZITq1avj6NGjEIlE2LNnD4D8h4peu3YNIpEI0dHRAICXL1+if//+cHJyglwuR82aNbFtW96FtLe3N06dOoUVK1ZAJBIJx+aX986dO4W2cHV1xbJly3TOx9XVFYGBgRg2bBjMzMzg4uKCNWvWFNoGnTp1woIFC9CjR49C08nlcjg4OKBChQpo3LgxFi9ejNWrV2Pt2rVv/Cy8Kr9hqF999RXs7e1hZmaG4cOHIysrq8j5vU4ikcDBwUHnZ/fu3ejbty9MTU1LnC8VjSLyFjJD9kIRca1I6VXPHiHn1l9QvYiDOvklcsIuQBF1G1IX91dSiWDUtCMsxi2E1YxvYT5yNgyq1S1xHQ0btIUi8hayzv8B9cunyDy1D6q4GBjWbyWkMWrYFllnD0Jx9zpU8bFI37ceYjNLyKrWLnG5qod3kHPuMJSRhfeY5TKo2QTq5ARkn9kPdWI8FDdCobx3A7I6LV5JJYKsfhuYeH8J07FfQT5gKqTutUpcR1nt5lA9jIDiSgjUifHIOX8Y6vhYGHg1y6tXnRbaXryoW1C/iEPWH9sgMjGHtPIHJS6XbUNv6/zlBKzdHI3ThfQmvupeVBqOnX6OBzEZeBqfjT9C4nHxSgJq1cgbzSMSAYN6O2P7uoY4vuNDBK+sh1ZNyxWab/tWdjCQirBoZQQexGTg+Jnn2LE/Fv26VxDSXA1LxunzL/HwcQaePM3Cb/tjERmdhlrVS3ckEf33MVgsQ4sWLcLGjRuxatUq3Lp1C5MnT8agQYOEoXm5Zs2ahWXLluHSpUuQSqUYNmyYsO/MmTP47LPPMHHiRNy+fRurV69GcHCwEBDm8vf3R48ePXDz5k0MGzYMW7ZswcKFC7F48WJcvnwZLi4u+PHHH4X0LVq0QKVKlbBp0yZhm0KhwJYtW3TKL0xGRgYWLlyIjRs3IjQ0FElJSfj000+F/WlpaejcuTOOHz+Oq1evomPHjujatStiYmIKzFMsFmPlypW4desWNmzYgBMnTmD69Ol65S5duhSbNm3C6dOnERMTA19fX2H/jz/+iLFjx2LUqFG4efMm9u3bB3f3vIvIPn36ID4+HocOHcLly5dRt25dtG3bFgkJCW885ze9H2q1Gj179oRMJsOFCxewatUqzJgxo0jt+aqsrCzUq1cPBw4cQFhYGEaNGoXBgwfj4sWLAIAVK1agSZMmQs9dXFwcnJ2d9fK5fPky+vbti08//RQ3b96Ev78/5syZg+DgYJ10y5YtQ/369XH16lWMGTMGo0eP1rtp8a4MGTIEVlZW2LWraL0B+dm+fTv8/f0RGBiIS5cuwdHRET/88INOmi1btsDU1LTQnzNnzuSb/+XLl3Ht2jUMHz68xHWkf47E3hnSCpWgfHhX2GbUrCMMazVGxsEtSF4dgKwLx2HafRikLh4lKkNaoRIUD3SHDiqibkNaoRIAQGxZDmIzCygehAv7NdlZUMY+ENL8EySOFaF6pNtLooyJgMSxovBa1qANpJ71kXViJ9I3fa3tYeswABKnktVT4lgRypi7OtuUMRGQOLgC0PboiU3MoXo1TU4WVE9jIHGoiH8K24beNY9KpvjA0wLXwpKEbYP7uKBjG3ss/f4eBo+9hF/3PsacqZ6o/UHBQd0H1cxx7VYylEqNsO3ClURUrCCHmUn+Pcz1alnCxUmOa7eS39n50PuJYxjKSHZ2NgIDA3Hs2DE0adIEAFCpUiWcPXsWq1evRsuWLYW0CxcuFF5/8cUX6NKlC7KysmBkZISAgAB88cUXGDJkiJDH/PnzMX36dMydO1fIY8CAARg6dKjw+ttvv8Xw4cOFbX5+fvjjjz90eumGDx+O9evXY9q0aQCA/fv3IysrC3379i3SOSoUCnz33Xdo1KgRAGDDhg3w9PTExYsX0bBhQ3h5ecHLy0tIP3/+fOzevRv79u3T6el71aRJk4TfXV1dsWDBAvj4+OgEAgqFAqtWrULlypUBAOPGjcO8efOE/QsWLMDUqVMxceJEYVuDBg0AAGfPnsXFixcRHx8PQ0NDAMDSpUuxZ88e7Nix443DI9/0fhw7dgx37tzBkSNHUL68dnhaYGBgsYcyOjk56QTA48ePx5EjR7B9+3Y0bNgQFhYWkMlkQs9dQYKCgtC2bVvMmTMHAFClShXcvn0bS5Ysgbe3t5Cuc+fOGDNmDABgxowZ+Oabb3Dy5ElUrVry4VkFEYvFqFKlitCLWhLLly/H8OHDhWBuwYIFOHbsmE7v4ieffCJ8Ngvi5OSU7/affvoJnp6eaNq0aYHHZmdnIzs7W2fbqz3MVPosJ3wFkdwUEEuQeXo/sq+FandIpDBu1gmpW5ZDGRsFAMhJegGpszsM67aAMqZoQ85eJTY1hyY9RWebOj0FYhMLYX/uttfTiEz+uTv/Yrk5VBm6Qa0mIxUiQ+O/hzVqIGvQFhm7VkP99CEAQJmSAEV5NxjUbALV3+1VHCK5GTQZaTrbNBmpEJmYafebmAvb9NOYF7u8kmLb0Luya31jWFoYQCIW4edt0fj9D+0oLQOpCIP7uGDS7Bu4FaH9W/DkWRZqVbdAt46OuBaWf2BnbSVD3DPd0TGJSTnCvtR07f8WE7kEu4ObQGYggkoNBP14D5euJZbWadJ7gsFiGbl//z4yMjLw0Ucf6WzPyclBnTp1dLbVqpU3xMXRUTs+PT4+Hi4uLrh+/TpCQ0N1ehJVKhWysrKQkZEBuVwOAKhfv75OnhEREcLFf66GDRvixIkTwmtvb2/Mnj0b58+fR+PGjREcHIy+ffvCxMSkSOcolUqFIAwAqlWrBktLS4SHh6Nhw4ZIS0uDv78/Dhw4gLi4OCiVSmRmZhbas3js2DEsWrQId+7cQUpKCpRKpd65yuVyIVDMbbP4+Hih3Z48eYK2bdvmm//169eRlpYGGxsbne2ZmZmIjIx84zm/6f0IDw+Hs7OzECgCEG4WFIdKpUJgYCC2b9+O2NhY5OTkIDs7W2iDogoPD0e3bt10tjVr1gzLly+HSqWCRCIBoPsZFIlEcHBwENq0NGg0mreaVxkeHg4fHx+dbU2aNMHJkyeF12ZmZjAzMyt23pmZmdi6dasQYBdk0aJFCAgI0Nn26k0gKn0pG5dAZGAIaYVKMG7dA+rE58i59RckVrYQyQxhNnCi7gESKVRP84bKW01fkbdPJAakUp1t2TcvIOPQ1tI+jX+U2KIcRAaGkPf4XHeHRAL187xFOkxHB75ykBiQSHS2KSIuI/vEztKu7j+KbUNFNfaLazA2kqBGVTP4DKmE2LhMHDv9HBXKG8PYSIJv5usOXTaQinAvSnvTYNP39WFvawQAuHE7Gb7+N4tcbkamCkMnXoKxkQT1vawwbnhlPHmaiasFBKFERcFgsYzk9uAdOHBAr/cit0crl4GBgfB77gW0Wq0W8gkICMh39UgjIyPh96IGeK+ys7ND165dsX79eri5ueHQoUMICQkpdj4F8fX1xdGjR7F06VK4u7vD2NgYvXv3Rk5OTr7po6Oj8fHHH2P06NFYuHAhrK2tcfbsWQwfPhw5OTlCoPRqewHaNtNotEM3jI2NC61TWloaHB0d8z3PojwKpKjvR2HEYu3o8Nw6A/qLEi1ZsgQrVqzA8uXLhTmckyZNKrDt3lZ+bZr7GXzXVCoV7t27p3OjoTRs2bIFn3/+eaFpDh06pDdHd8eOHcjIyMBnn31W6LEzZ87ElClTdLYtWbKkZJWlElEnaecZqZ4/gcjEHMYtPkbOrb8AmfZvbOov30GdmqR7kCqv9zd57QLhd6mTG+RteiJlU96cXk123p1+dVqKXk+P2MQc6vRkYX/uNlVaik4a1bNH+KeoM1IgkuveJBHJzaDJztSeu4G2bTL3rYM67bULTJVK+DV9a147SBwqwrBZF2TsfGWod05er7omI1Xbw/t6mena3rLcHlltL1uqTppXg7DSxrahdyW3FzDqYTqsLWUY1t8Vx04/h7GR9gbs9Hk38fyl7sgThUL7P9/X/yakUu21Xna29v9sQmIOrCxlOulzXyck5v3f12iA2Dht2fcfpKOisxyD+rjgaljRA06i1zFYLCPVq1eHoaEhYmJi3qq3oW7duoiIiNCZc1cUVatWxV9//aVzwfvXX/rLg48YMQL9+/dHhQoVULlyZTRr1kwvTUGUSiUuXbqEhg0bAtD2ZiYlJcHT0xMAEBoaCm9vb2ERlLS0tEKHHl6+fBlqtRrLli0TAqrt27cXuT6AtjfJ1dUVx48fR+vWrfX2161bF0+fPoVUKoWrq2ux8s49vrD3w9PTE48ePUJcXJzQS3z+/HmdNLa2tgCAuLg4WFlpVzG7du2aTprQ0FB069YNgwYNAqC9eXD37l1Ur15dSCOTyaB65QKmoPqEhobq5V2lShWhV/GftmHDBiQmJqJXr14lzsPT0xMXLlzQ+Xy/3s4lHYb6008/4ZNPPhHep4IYGhrq3fiRSvknt8yIRMLqkaoXcdAoFRBbWBc65FSd+Dzvd3MraNQqnW2vUj6OgoFrNZ3Hc0jdPKF8rB2aqE56AXVqMgxcq0H17LE2gcwIUic3ZF8+lV+WpUIV9xBSV0+dbVKXKlDFaYdVqhOeQaNUQGRmBU0hwyo1yXkLfmhMLQGNWmebXpnOHlBcy5sDLHWuAtXTaO3xKQlQp6dA4uwB9Ysn2gQyQ0gcXKC4+WcJzrJk2DZUGkRiEQwMtNcsDx5lIDtHDXtbwwKHnD57nq23LexOCkYNdoNEIoJKpQ0qG9S2wsPHGcIQ1PyIRYDMgMuT0NvhlUsZMTMzg6+vLyZPngy1Wo0PP/wQycnJCA0Nhbm5uTDn7U38/Pzw8ccfw8XFBb1794ZYLMb169cRFhaGBQsWFHjc+PHjMXLkSNSvXx9NmzbFr7/+ihs3bqBSJd1J+h06dIC5uTkWLFigM++vKAwMDDB+/HisXLkSUqkU48aNQ+PGjYXg0cPDA7t27ULXrl0hEokwZ86cQnur3N3doVAo8O2336Jr164IDQ3FqlWrilUnQLvYj4+PD+zs7NCpUyekpqYiNDQU48ePR7t27dCkSRN0794dX3/9NapUqYInT57gwIED6NGjh95w3te96f1o164dqlSpgiFDhmDJkiVISUnBrFm6y6q7u7vD2dkZ/v7+WLhwIe7evau3QqmHhwd27NiBP//8E1ZWVggKCsKzZ890gkVXV1dcuHAB0dHRMDU1hbW1tV59p06digYNGmD+/Pno168fzp07h++++05vMZjiSktLw/3794XXDx48wLVr12BtbQ0XFxdhe0ZGBp4+fQqlUonHjx9j9+7d+OabbzB69Oh8g/mimjhxIry9vVG/fn00a9YMW7Zswa1bt3Q+3yUZhnr//n2cPn0aBw8eLHHdqAQMDCGxzgvOxZblILGvAE1mOtQpiTBu3R1iM0uk7wsGABjWawV1SgJUL7TzhKQVPWDc+CNk/fX3MOScbGSdPwr5R30BkQjKR/chMjSGtII7NDmZyLlx/vUavFH2X8dhNtgXRo3aIef+TRjWaABp+YrIOLhZSJN18TiMPuwMVUI81EkvYNyqG9SpScgp4iqv+TKQQWyRt5KiyMIa4nLlocnOgCY1CbKmnSE2tUDWH9rVkhU3z0Hm1QyGzT6G4vZFSJzdIfXwQuben7QZKLKRcyUEhi26ASIRVE8eQCQzgqS8GzQ5WVCGXyp2FXOunYG81xgY1GkJVXQ4pFVqQ2xfAVknfhPSKK6ehmHDdlAnvYAm5SVkTTpBk55S5JVM2TZUGoyNxHByzBuR5GhvBHc3E6SmKfHseTY+/8wNtjYyLPhGu+Bbz87l8ex5Nh4+zgAAeH1ggf49KmDHfm0vcGamCr/sfoTxI9whEolw43YyTE2kqOlpjvQMFQ6feJZvPY6eisfQ/q6YOaEKtux8BDcXE/T5xAnfrsubHjOotzPu3E/Dk7hMGBiI0aS+NTq0tsfSH4s/B5voVQwWy9D8+fNha2uLRYsWISoqCpaWlqhbty6+/PLLIufRoUMH/P7775g3bx4WL14MAwMDVKtWDSNGjCj0uIEDByIqKgq+vr7CojXe3t7Capq5xGIxvL29ERgY+MZhd6+Ty+WYMWMGBgwYgNjYWDRv3hw//fSTsD8oKAjDhg1D06ZNUa5cOcyYMQMpKSkF5ufl5YWgoCAsXrwYM2fORIsWLbBo0aJi12vIkCHIysrCN998A19fX5QrVw69e/cGoB1eefDgQcyaNQtDhw7F8+fP4eDggBYtWsDe3v6Neb/p/RCLxdi9ezeGDx+Ohg0bwtXVFStXrkTHjh2FPAwMDLBt2zaMHj0atWrVQoMGDbBgwQKdB7/Pnj0bUVFR6NChA+RyOUaNGoXu3bsjOTnvTqWvry+GDBmC6tWrIzMzEw8ePNCrb926dbF9+3b4+flh/vz5cHR0xLx583QWtymJS5cu6QR7ucMxhwwZorPS6tq1a7F27VrIZDLY2NigXr16+PXXX/UeudGqVSu4urrqrdJakH79+iEyMhLTp09HVlYWevXqhdGjR+PIkSNvdV4///wzKlSogPbt279VPlQ80vIVYT54qvDapL12ka3s638iff8GiE0tILZ45WaISATj1t0hsSwHjVoNdeJzZBzfhewreb03mSF7oU5PhXHTThBblYMmKwPKp4+QFXqoRHVUPo5C2p51kLfqBuPW3aFKiEfa9h+hev5ESJN17ghEMhlMugyCyEgO5aP7SN22Umfoa3FJ7Jwh7503/9yohXYOsuL2X8g6+gvEJuYQmVkK+zUpCcjc+xMMW3SDQe3m0KQlIevYb1DF5K1unHPuMDSZ6ZDVbwuxhTU02ZlQx8ci56+8XtPiUMdFI+vwZhg27QRR085QJz1H5u/roX6Z92imnMsnAQMZjNr2Fh48n7FnDdsGpdM2VDTV3M3w7aLawusJI7Sjhg4ef4rA5RGwsZYJ8wsB7dTmz4e4wdHeCCqVBrFPM/FjcBT2Hs57fNfazdFISlZgcB8XlLc3Qlq6Encj07Dxt4LXa0jPUGGK3w1M8fHAum/qITlFgeBfHmLfkbx8jY0kmDraHXY2hsjOUePh4wzMW3YHJ87mPxqCqKhEmlcnRtF77aOPPoKDg4PO4zIA7aqoz58/x759+8qoZv99IpEIu3fvRvfu3cu6Kv9KFStWREBAwFsHsWUtICBAZ5Vi0spdCGi85MkbUr5/vlVpF8OaYlnwjbT3VVCSdo4o20Zfbtvw742u3L81Ry+1KtuK/At9VD8EAD8z+Xnf/3ezZ/E9lZGRgVWrVqFDhw6QSCTYtm0bjh07hqNHjwppkpOTcfPmTWzdupWBIpWZW7duwcLCotg9yERERET0djjr9T2VO9yyRYsWqFevHvbv34+dO3eiXbt2Qppu3bqhffv28PHx0XvER6dOnQp8kHlgYODrxf1n1KhRo8Dz3rJlS1lX7z+pRo0auHHjhrCoERERERH9M9iz+J4yNjbGsWPHCk1T2GMy1q1bh8zMzHz35beQyn/FwYMH9R5jkasocxoLwtHgRERERPRvw2CRSiS/Rwq8DypWrFjWVSAiIiIi+kdwXBcRERERERHpYbBIREREREREehgsEhERERERkR4Gi0RERERERKSHwSIRERERERHpYbBIREREREREehgsEhERERERkR4Gi0RERERERKSHwSIRERERERHpYbBIREREREREehgsEhERERERkR4Gi0RERERERKSHwSIRERERERHpYbBIREREREREehgsEhERERERkR6RRqPRlHUliIjeBwEBAWVdBSIiIiqmuXPnlnUVygx7FomIiIiIiEiPtKwrQET0Pmm3Z19ZV+Ff51j3TwCwbfKT2zY9Lpws45r8++xu1BrA+33HvyC5oxjYNrrYLgVj2xTsfR8VxJ5FIiIiIiIi0sNgkYiIiIiIiPQwWCQiIiIiIiI9DBaJiIiIiIhID4NFIiIiIiIi0sNgkYiIiIiIiPQwWCQiIiIiIiI9DBaJiIiIiIhID4NFIiIiIiIi0sNgkYiIiIiIiPQwWCQiIiIiIiI9DBaJiIiIiIhID4NFIiIiIiIi0sNgkYiIiIiIiPQwWCQiIiIiIiI9DBaJiIiIiIhID4NFIiIiIiIi0sNgkYiIiIiIiPT8Y8Fiq1atMGnSpH+quHzt2bMH7u7ukEgkZV6XXP7+/rC3t4dIJMKePXtKtSxvb2907969VMsAgDVr1sDZ2RlisRjLly+Hv78/ateuXerl/r8IDg6GpaVlWVfjnXuX73Nxv6tF+Wz/G/4GEREREf0/kf5TBe3atQsGBgZFTh8dHQ03NzdcvXr1nV2Afv755xg6dCgmTJgAMzOzd5Ln2wgPD0dAQAB2796Nxo0bw8rKqlTLW7FiBTQaTamWkZKSgnHjxiEoKAi9evWChYUFvv7661It89/M1dUVkyZN0glS+vXrh86dO5d62bt27cKqVatw+fJlJCQk5PtdcnV1xcOHDwEARkZGsLe3R8OGDeHj44M2bdoUqzxfX1+MHz++WMfk1z5A8b+r/8Rne8KECQgNDUVYWBg8PT1x7dq1d5q/8+ej4OLzuc62jAfRuNqzV4HH2LRrB5cxo2FU3hGZMY/wcOVKJJ4Nfaf1ep1D3z5wGvIZZDY2SL97D1GLv0barVvCfpFMBrcpk1GuQ3uIZTIknjuHqMCvoEhIKHGZbJuCWXf+BDZdukFm7wAAyHoYjfhtG5B66WK+6a3adYTzlC90tqlzchDWvX2J61AUNh93h22vTyG1skbWg/uI/XElMu/eEfaLDGRwHDkali3aQGQgQ9qVi4j9fjmUSYmlWi8iIircP9azaG1tXWYBmkKhQFpaGuLj49GhQweUL1/+XxEsRkZGAgC6desGBwcHGBoalko5KpUKarUaFhYWb9WjpdFooFQqC00TExMDhUKBLl26wNHREXK5vMTl/VcZGxvDzs6u1MtJT0/Hhx9+iMWLFxeabt68eYiLi0NERAQ2btwIS0tLtGvXDgsXLixWeaamprCxsXmbKgNAib6rb/vZLqphw4ahX79+pZZ/+v37uNiuvfBzc9jwAtOaedVC1UULEb9nD671H4CEkBBUC1oGeeXKJS7frmtXfLB2dYH7y7X/CG5Tp+DR6jW4NmAg0u/eRY0fvoPBKze63HynwrpFC0RM/wI3R4yEzNYW1ZYtKXGdcrFt8qd48RxP16/BvQmjcG/i50i7fgUV5yyEoYtrgceo0tNwe2BP4eeO99t9pq3adUSlr5YXuN+iRWs4jhyDZ1uDcW/8SGRGRcJt/hJILCyFNOVHjYV5w6Z4uMgfUTMmQmpdDhVnz3urehER0dsrs2Gorq6uCAwMxLBhw2BmZgYXFxesWbNG2O/m5gYAqFOnDkQiEVq1aiXsW7duHTw9PWFkZIRq1arhhx9+EPZFR0dDJBLh119/RcuWLWFkZIQtW7YIF5xt2rSBSCRCSEgIXr58if79+8PJyQlyuRw1a9bEtm3bdOqtVqvx9ddfw93dHYaGhnBxcdG5iH706BH69u0LS0tLWFtbo1u3boiOjn5je/j7+6Nr164AALFYDJFIJJQ3b948VKhQAYaGhqhduzYOHz4sHBcSEgKRSISkpCRh27Vr1yASiYRyc4c57tu3D9WrV4ehoSFiYmL0huqp1WosWrQIbm5uMDY2hpeXF3bs2KFX1qFDh1CvXj0YGhri7NmzBZ5TcHAwatasCQCoVKmSTp1eld9wwO7du8Pb2xsAcOfOHcjlcmzdulXYv337dhgbG+P27dsFlv+qwj4jAHDx4kXUqVMHRkZGqF+/Pnbv3g2RSCT0FuU3VHTPnj3C+wRog/1u3brB3t4epqamaNCgAY4dO6Zzng8fPsTkyZMhEomEY/PL+8cff0TlypUhk8lQtWpVbNq0SWe/SCTCunXr0KNHD8jlcnh4eGDfvn2FtsHgwYPh5+eHdu3aFZrOzMwMDg4OcHFxQYsWLbBmzRrMmTMHfn5+iIiIKPTYV70+DDX387Z06VI4OjrCxsYGY8eOhUKhAJB/+4SEhOT7XX2T1z/b6enp+Oyzz2BqagpHR0csW7asyOdRkJUrV2Ls2LGoVKnSW+dVEI1KBcXLl8KP8pXv+evK9++PxD/PIXbjJmQ+iEbMDz8iPfwOHD/tK6QRGRjAdfIk1D9yCI3/PItaGzfAvF69Etev/KBBeLZrN+L37Udm1ANELgyEKisLdt27AQAkpqaw794ND4KCkPzXX0gPv4P7cwNgXrs2TGt+UOJyAbZNQVIvnkPqpQvIeRKLnNjHeLbxJ6izMiGvVr3ggzSAMjEh7+e13juR1ACOw0fDc+Nv+GDXIbh/8wNMatYucR1te/RBwuEDSDx6GNmPHiL2uyBosrNg3V47wkIsN4FV+86IW/sD0q9fReb9u3j8zWKYVK8JedVCzoOIiEpdmS5ws2zZMtSvXx9Xr17FmDFjMHr0aOHi9OJF7RCaY8eOIS4uDrt27QIAbNmyBX5+fli4cCHCw8MRGBiIOXPmYMOGDTp5f/HFF5g4cSLCw8PRunVrId+dO3ciLi4OTZs2RVZWFurVq4cDBw4gLCwMo0aNwuDBg4WyAWDmzJn46quvMGfOHNy+fRtbt26Fvb09AG2PZYcOHWBmZoYzZ84gNDQUpqam6NixI3Jycgo9d19fX6xfvx4AEBcXh7i4OADa4XTLli3D0qVLcePGDXTo0AGffPIJ7t27V6y2zcjIwOLFi7Fu3TrcunUr356sRYsWYePGjVi1ahVu3bqFyZMnY9CgQTh16pReW3711VcIDw9HrVq1CiyzX79+QrB08eJFxMXFwdnZuVj1BoBq1aph6dKlGDNmDGJiYvD48WP4+Phg8eLFqF79zRcOb/qMpKWl4eOPP0b16tVx+fJl+Pv7w9fXt9j1TEtLQ+fOnXH8+HFcvXoVHTt2RNeuXRETEwNAOwy0QoUKQs9d7nv8ut27d2PixImYOnUqwsLChCGYJ0+e1EkXEBCAvn374saNG+jcuTMGDhyIhLcYvlaYiRMnQqPRYO/evW+Vz8mTJxEZGYmTJ09iw4YNCA4ORnBwMID826dp06b5fleLa9q0aTh16hT27t2LP/74AyEhIbhy5YpOGh8fH5iamhb6808zdnFBgz8Oo97+vaiycAFkDg4FpjWrVQtJFy7obEs8dw5mr3xHK30xA2a1auLuFzNxre+neHH0GGp8/y2MXIr/vRRJpTD1rIakC68Mb9RokHzhIsxqaW8SmXp6QmxggKTzefXKjI5GVlwczAv521EUbJsiEIth0aINxEZGyAi/VXAyY2NUC/4F1TZsR8U5C/R6IcuPmQi5Z3U8XDwPd8cMR9KZU3Cb/zVk5Z2KXSWRVApj96pIu3Y5b6NGg9Rrl4WA1tijCsQGBkh9JU324xjkxD+F3JPBIhFRWfrH5izmp3PnzhgzZgwAYMaMGfjmm29w8uRJVK1aFba2tgAAGxsbOLxyUTB37lwsW7YMPXv2BKDtgbx9+zZWr16NIUOGCOkmTZokpAEg9MRZW1sL+Tk5OekECePHj8eRI0ewfft2NGzYEKmpqVixYgW+++47Ie/KlSvjww8/BAD8+uuvUKvVWLdundBrtH79elhaWiIkJATt2xc8B8TU1FToXXr1/JYuXYoZM2bg008/BQAsXrwYJ0+exPLly/H9998XtWmhUCjwww8/wMvLK9/92dnZCAwMxLFjx9CkSRMA2t7As2fPYvXq1WjZsqWQdt68efjoo4/eWKaxsbEwDNHW1lbnvIprzJgxOHjwIAYNGgSZTIYGDRoUeT7cmz4jW7duhVqtxk8//QQjIyPUqFEDjx8/xujRo4tVRy8vL532nT9/Pnbv3o19+/Zh3LhxsLa2hkQiEXruCrJ06VJ4e3sL34UpU6bg/PnzWLp0KVq3bi2k8/b2Rv/+/QEAgYGBWLlyJS5evIiOHTsWq95FYW1tDTs7uyL1khfGysoK3333HSQSCapVq4YuXbrg+PHjGDlyZIHtk3tj49XvanGkpaXhp59+wubNm9G2bVsAwIYNG1ChQgWddPPmzSvRTYLSkhoWhnt+/sh8GA1ZOVs4fz4SNX9eh2u9+0KVkaGX3qCcjd5cN8XLBBj8/R2UOTjA/pOuuNS5C3KevwAAPNm0CVbNmsDuk08Q813R/54AgIGVJURSKRQJL3W257x8CQtXV20aGxuoc3KgSkt7rV4vhXqVBNumcEaubqi87AeIZTKoMzPxcP4cZD96mG/a7McxePTNYmRFR0EiN4Ftr35wX/Yd7voMheLlcxjY2sH6o04IH9IXyr/P58WuX2FWryGsP+qEpxvWFatuEnMLiCQSKBN13w9lUiKMnF0AAAZW1lArcqBO120bZWIipFbWxSqPiIjerTINFl/tpRKJRHBwcEB8fHyB6dPT0xEZGYnhw4dj5MiRwnalUgkLCwudtPXr139j+SqVCoGBgdi+fTtiY2ORk5OD7OxsYZ5deHg4srOzhQvO112/fh3379/Xm1OVlZUlzEcsjpSUFDx58gTNmjXT2d6sWTNcv369WHnJZLJCewHv37+PjIwMvSAwJycHderU0dlWlLYsDT///DOqVKkCsViMW7du6QwBLUhRPiO5PaRGRkbC/tyAuTjS0tLg7++PAwcOIC4uDkqlEpmZmULPYlGFh4dj1KhROtuaNWuGFStW6Gx79f00MTGBubl5od+Xt6XRaIrU5oWpUaMGJBKJ8NrR0RE3b95826oVKjIyEjk5OWjUqJGwzdraGlWrVtVJZ2dnV6pzR7Ozs5Gdna2zrbA5v0mhfwq/Z9y7j9SbN1H/4AHYtP8I8XuK38Nr4u4OkVSKunt262wXGcigTEoGoA2a6u78LW+fRAKRVIrGoWeEbY9/+hmPf15f7PLfJbZN4bIfP8K9cSMgMTGBxYct4Tx1JiKnT8w3YMy4cxsZd/KG86eHh6Hq6o2w7twVzzb9DCPXShBJJKi6drPOcWIDA6hStW1jYGuHKqvyRvOIJBKIJBLU2HlI2Bb/62Y8377lXZ8qERH9w8o0WHx9dVSRSAS1Wl1g+rS/78iuXbtW50IQgM4FKaC9mH6TJUuWYMWKFVi+fDlq1qwJExMTTJo0SRhCamxsXOjxaWlpqFevHrZs0f+HmNsz+q6JxdqRw6+u/Jg7B+xVxsbGhV7o57blgQMH4OSkO7To9YV2itKWxSEWi/VWrszvHK5fv4709HSIxWLExcXB0dHxjXkX5zPytnX09fXF0aNHsXTpUri7u8PY2Bi9e/d+4xDkkiru9+VtvHz5Es+fPxfmDpfUP1nn4vLx8cHmzZsLTZP2Wi9QcSxatAgBAQE621q2bImi9gOr0tKQGfMQxgUM5Va8eAkDa91eFwMbayheanuDJHJjaJRKXB8wCBq1SjfvjEwAQM7z57j2aX9hu02bNrBp2xZ3Z80StimTU7TlJSZBo1TCwFq3F0xmY4Ocl9reOcXLlxDLZJCYmur0oBnY2Aj1ehfYNro0SiVy4mIBAJn378LYoxrKdeuF2O+C3nywSoXMyHswdNT+HxAbG0OjUuH+hFHQvPZdVWdlCudyb9wIYbtFs+awaNYCMV/nzedXpWrbRpWSDI1KpddDKLW0Enp/FYkJEBvIIDYx1eldlFpZ6fVIEhHRP6tM5ywWRiaTAdD2/uWyt7dH+fLlERUVBXd3d52fklzUhoaGolu3bhg0aBC8vLxQqVIl3L17V9jv4eEBY2NjHD9+PN/j69ati3v37sHOzk6vPq/3dBaFubk5ypcvj9BQ3eXdQ0NDhbl6uUHoq/PfSrKE/6sL37xe95LMMywOW1tbnfqrVCqEhYXppElISIC3tzdmzZoFb29vDBw4EJmZmW/MuyifEU9PT9y4cQNZWVnCcefPn9erY2pqKtLT04Vtr7dzaGgovL290aNHD9SsWRMODg56wzZlMpnOZzg/np6ehb7nZWHFihUQi8Wl/lzOorRPcVWuXBkGBga48MqctcTERJ3vNqAdhnrt2rVCf97GzJkzkZycrPPTvHnzIh8vNjaGUYUKyHnxIt/9qTduwLJhQ51tlo0bIfXGDQBA2p0IiKRSGFhbIevRY50fIThRqXS3JyRCnZ2ls02Zor3o1yiVSAu/A4tGDfIKFIlg0bABUm9oe4vTwsOhVihg2SivXsYVK8LI0REpf9frXWDbFE4kFkFkICtaYrEYRq6VoEjUnndm5D2IJBJILC2RExer8yMEbmqV7vakJKizc3S2qdJSAWjbJvN+BEy96r5SQRFMa9cTejgz792FWqGAae28NIZOzpDZOSAjvGiLmhERUeko057FwtjZ2cHY2BiHDx9GhQoVYGRkBAsLCwQEBGDChAmwsLBAx44dkZ2djUuXLiExMRFTpkwpVhkeHh7YsWMH/vzzT1hZWSEoKAjPnj0TLtKNjIwwY8YMTJ8+HTKZDM2aNcPz589x69YtDB8+HAMHDsSSJUvQrVs3YQXThw8fYteuXZg+fbreHKmimDZtGubOnYvKlSujdu3aWL9+Pa5duyb0XuYGc/7+/li4cCHu3r1bopUezczM4Ovri8mTJ0OtVuPDDz9EcnIyQkNDYW5urjP/811r06YNpkyZggMHDqBy5coICgrSWd0V0Pb6ODs7Y/bs2cjOzkadOnXg6+tbpHmbb/qMDBgwALNmzcLIkSMxc+ZMREdHY+nSpTp5NGrUCHK5HF9++SUmTJiACxcuCAuz5PLw8MCuXbvQtWtXiEQizJkzR6/XzNXVFadPn8ann34KQ0NDlCtXTq++06ZNQ9++fVGnTh20a9cO+/fvx65du3RWVi2JhIQExMTE4MmTJwAgLBzj4OCgMxcwNTUVT58+hUKhwIMHD7B582asW7cOixYtgru7+1vV4U2K0j6xsbFo27YtNm7ciIavBQD5MTU1xfDhwzFt2jTY2NjAzs4Os2bNEnrlcxV3GOr9+/eRlpaGp0+fIjMzUwgmq1evLtzcepWhoaFeL71UWvCfXNfJk5Bw+jSyn8RBZmerfa6gWo3nf6+G7DE/ADnxz/Hw2+8AAE+2bcMHa9ei/OBBSDxzFuU6tIdp9eqInK/t3cmKiUH8gYPwmD8PD4K+QfqdCBhYWcGiUUNk3L2HxEJWNi7Ik82b4TEvAGm3w5EWFobyAwZAYmyM+L3alXlVaWl4tmcvXKdOgTI5Bcr0NFSaMR0p168j7WbYG3IvGNumYA7eI7WrocbHQyI3hmWrdjCpWRvxc6YBAJynzoTi5Qs8DV4LALDr/xky7txGTlwsJCamsO31KWR29kg4fAAAkBP7GIknjsJl6pd4su4HZEbeg9TCEqa16yLrQRRS/zpfYF0K8nz3b3CeMhOZ9yKQcTcc5br1htjQCIlHtcNW1RnpSPzjIMqPHANVagrUGRko7zMB6bfDkBHBYJGIqCz9a4NFqVSKlStXYt68efDz80Pz5s0REhKCESNGQC6XY8mSJZg2bRpMTExQs2ZNvUcxFMXs2bMRFRWFDh06QC6XY9SoUejevTuSk5OFNHPmzIFUKoWfnx+ePHkCR0dH+Pj4AADkcjlOnz6NGTNmoGfPnkhNTYWTkxPatm0Lc3PzEp33hAkTkJycjKlTpyI+Ph7Vq1fHvn374OHhAUA7rG/btm0YPXo0atWqhQYNGmDBggXo06dPscuaP38+bG1tsWjRIkRFRcHS0hJ169bFl19+WaK6F9WwYcNw/fp1fPbZZ5BKpZg8ebLOQi4bN27EwYMHcfXqVUilUkilUmzevBkffvghPv74Y3Tq1KnQ/N/0GTE1NcX+/fvh4+ODOnXqoHr16li8eDF69cp7wLe1tTU2b96MadOmYe3atWjbti38/f115hYGBQVh2LBhaNq0KcqVK4cZM2Yg5e+ehlzz5s3D559/jsqVKyM7OzvfB8d3794dK1aswNKlSzFx4kS4ublh/fr1Oo+LKYl9+/Zh6NChwuvcRZPmzp0Lf39/Ybufnx/8/Pwgk8ng4OCAxo0b4/jx4zrvCaAN7Ly9vXWOfVtFaR+FQoGIiAhk5LOQSUGWLFmCtLQ0dO3aFWZmZpg6darO97okRowYobNScO7c3gcPHsD170VM3obM3g5VFwVCamEBRWIiUq5dw43PvKFMTAIAGDo4QKPOa5/U6zdw98tZqDh2NCqOG4vMmBjcmTIVGa/Ml77vH4AKI4bDbcpkyOzsoExKQuqNm0g8feb14ovkxR9HIbWygstoH+2D5yPu4tbY8TqLyTxYugxQq1F16dcQy2RI+vMcIhd9VbJG+RvbpmBSC0s4T/0SUmtrqNPTkfkgCg/mTEPaVe3Koga29jptIzE1Q4WJvpBaWUOVmobM+xG4P3WszvzGR998BftPB6P8iDGQ2pSDKiUZGXduI/XiuRLVMfn0SUjNLWE/eCikVtbIirqPB37TdR7Z8WTN93DUqFFx1jztyqiX/0LsD8tL1ihERPTOiDT5XZ0RvWeio6Ph5uaGq1ev6jwrkLQyMjJgY2ODQ4cOvXUQ+z4LCAhAuz2FPx/zfXSs+ycAwLbJR27b9Lhw8g0p3z+7G2lvaM2dO7eMa/Lvkztfmm2ji+1SMLZNwQICAt7rdvnXzlkkon+PkydPok2bNgwUiYiIiN4jDBZLUWEP+z5zpmRDncpajRo1Cjyn/FaFLQ3/xXb9t+vSpQsOHDhQ1tUgIiIion/Qv3bO4n9BYaspvv64iv8XBw8ezPcxF4B2JdJ/Qmm0q6ura77z5YiIiIiI3lcMFktRaa8kWRYqVqxY1lX4T7YrEREREdG/DYehEhERERERkR4Gi0RERERERKSHwSIRERERERHpYbBIREREREREehgsEhERERERkR4Gi0RERERERKSHwSIRERERERHpYbBIREREREREehgsEhERERERkR4Gi0RERERERKSHwSIRERERERHpYbBIREREREREehgsEhERERERkR4Gi0RERERERKSHwSIRERERERHpYbBIREREREREekQajUZT1pUgInofBAQElHUViIiIqJjmzp1b1lUoM+xZJCIiIiIiIj3Ssq4AEdH7ZGK3lmVdhX+dFXtPAQBG9+lSxjX59/nxtwMA3u+72gXJ7amfYplSxjX59wlKMgfAz83rcj8zbBd9uW1z4WHPMq7Jv0+jirvKugplij2LREREREREpIfBIhEREREREelhsEhERERERER6GCwSERERERGRHgaLREREREREpIfBIhEREREREelhsEhERERERER6GCwSERERERGRHgaLREREREREpIfBIhEREREREelhsEhERERERER6GCwSERERERGRHgaLREREREREpIfBIhEREREREelhsEhERERERER6GCwSERERERGRHgaLREREREREpIfBIhEREREREekpVrDYqlUrTJo0qZSqUjR79uyBu7s7JBJJmdeltLm6umL58uVvlYe/vz9q1679TupTVGvWrIGzszPEYjGWL19eJnX4NwsODoalpWVZV+Ode5fvc3G/597e3ujevXuhaf4Nf7+IiIiI/p9Ii5N4165dMDAwKHL66OhouLm54erVq+/sIvLzzz/H0KFDMWHCBJiZmb2TPMtacHAwJk2ahKSkpLKuyltLSUnBuHHjEBQUhF69esHCwgJff/11WVerzLi6umLSpEk6QUq/fv3QuXPnUi97165dWLVqFS5fvoyEhIR8v4eurq54+PAhAMDIyAj29vZo2LAhfHx80KZNm2KV5+vri/HjxxfrmPzaByj+93zFihXQaDTFKru4JkyYgNDQUISFhcHT0xPXrl0r1fKu3r6Lzfv/wJ0HMXiRmIyvfUejZYPahR7z25GT2HE4BHHPX8K+nDWG9uiEzi2bvHVdnr5IwOJ1W3D5VgTkRkbo3LIxxvTvAalEAgB4kZiMFZt+Q3jUQzx++hx9O7bGFO9+b11ufq7dCse2PQcQEfkALxOTsPCLyWjRqH6B6a+G3caEOQv1tu/5+XvYWFm+VV3uR8fgmzXBuHM/CpbmZujZpT0G9ugq7H8Q8xg/bduBiMgHePr8BcYPG4S+XTu9VZlUdJLylSCr1wpiuwoQm1ogc/96KKPCCj/GqTIMW3wCsbUDNGlJyL54DMrwv0q1nlL3WpA16QSxuRXUSS+QHfo7VNF3dNLIGneAwQeNITI0hurJA2Sd3AlN0otSrRdRYT6oIkevjrZwdzWGjaUB5n/7EOeuphR6zMdtrPFxGxvYl5PheYICv/wejxN/Jr11XWytDTB2cHnUqmaKrGw1joUmInjnU6jV2v3VPeQY1tsBFRwNYSgTI/5lDg6FJGDP0ZdvXfb7oFg9i9bW1mUWoCkUCqSlpSE+Ph4dOnRA+fLl/zPB4n9JTEwMFAoFunTpAkdHR8jl8rKu0r+OsbEx7OzsSr2c9PR0fPjhh1i8eHGh6ebNm4e4uDhERERg48aNsLS0RLt27bBwof4FdmFMTU1hY2PzNlUGgBJ9zy0sLP6R3tphw4ahX7/SCYJel5mdA4+KFTBtWP8ipd/5xyn8sG0PRvT5GNuWzcXIPl2x5OdtOHP5+lvVQ6VWY8pX30KpVGHd/BnwG+ONAyHnsGb7PiFNjkIBS3MzDOvRGR4VK7xVeW+SlZUNd1cXTBnlXazjtny3FHt+/l74sbIwf6t6pGdkYGrAV7C3LYd1Sxdg9JABWP/LLuz740ReXbOz4Whvh88HfwrrtwxMqQQMZFC9eILskF1FSi4yt4Zxt+FQPb6PjK3LkHP1NIza9YHEpWqJqyBxqgyTobMK3C92dIVRp0FQ3LqAjK1BUEaGwfjjoRDbOAhpZPVaQ1a7ObJP7EDGryugUeRA3n0UICnW/X6id8rIUIwHj7Lww+YnRUrfuZU1vHs5YOveeIyecxeb9zzDmEHl0dDr7a7lxSIgYJIrDKQi+AZGIuinR/joQysM7m4vpMnKVmP/iZeY/lUUPp91F7/sf47PejqgY0urtyr7ffFWw1BdXV0RGBiIYcOGwczMDC4uLlizZo2w383NDQBQp04diEQitGrVSti3bt06eHp6wsjICNWqVcMPP/wg7IuOjoZIJMKvv/6Kli1bwsjICFu2bBEuGtu0aQORSISQkBC8fPkS/fv3h5OTE+RyOWrWrIlt27bp1FutVuPrr7+Gu7s7DA0N4eLionMh/OjRI/Tt2xeWlpawtrZGt27dEB0dXeR2Kcq57Nq1C61bt4ZcLoeXlxfOnTsHAAgJCcHQoUORnJwMkUgEkUgEf39/4fiMjIwC2xcAZsyYgSpVqkAul6NSpUqYM2cOFApFgXXNHa4XEBAAW1tbmJubw8fHBzk5OQCAjRs3wsbGBtnZ2TrHde/eHYMHDy60HYKDg1GzZk0AQKVKlSASifJtx/yGA3bv3h3e3t4AgDt37kAul2Pr1q3C/u3bt8PY2Bi3b98utA65CntPAODixYuoU6cOjIyMUL9+fezevRsikUjoLcpvqOiePXsgEomE15GRkejWrRvs7e1hamqKBg0a4NixYzrn+fDhQ0yePFl4bwvK+8cff0TlypUhk8lQtWpVbNq0SWe/SCTCunXr0KNHD8jlcnh4eGDfvn0ozODBg+Hn54d27doVms7MzAwODg5wcXFBixYtsGbNGsyZMwd+fn6IiIgo9NhXvT4MNfeztnTpUjg6OsLGxgZjx44VPp/5tU9ISEi+3/M3eX0Yanp6Oj777DOYmprC0dERy5YtK/J5FGTlypUYO3YsKlWq9NZ5FUXTOh/A59PuaNWwTpHSHzpzHj3aNcdHTRvAyd4W7Zs1QPe2zbFx7xGddHuPn0W/yXPRfNBY9J3shx1HQgrN98L123jwOA7+44ahiqszmtb5AJ/3+wQ7joRAoVQCAMrblcNU737o3LIJTOXGJTrfompcrzZGDuyLFo0bFOs4K0tz2FhZCj9icd6/P7VajU0796Lv55PQtp83vCfPxMk/LxSa3x+n/4RCqcTMcaPg5lIB7Zo3Qe8uHfDrvoNCGk+PyhjrPQDtmjeBTMoL+3+a6uEd5Jw7DGVk4b2JuQxqNoE6OQHZZ/ZDnRgPxY1QKO/dgKxOi1dSiSCr3wYm3l/CdOxXkA+YCql7rRLXUVa7OVQPI6C4EgJ1Yjxyzh+GOj4WBl7N8upVp4W2hzPqFtQv4pD1xzaITMwhrfxBicsleluXbqZh4+5nOHel8N7EXG2aWuJgSAJO/5WMp88VOH0xGYdPJaBPZ1uddB2aW2HVAg/sWV0Dqxd6oEtr60LzrfuBKZzLG2LJ2seIepSFSzfTsGn3M3zcxgZSifa6KyomC6cuJCPmSTbiXypw8nwSLoel4gMPk5Kd/HvmrRe4WbZsGerXr4+rV69izJgxGD16tHCBefHiRQDAsWPHEBcXh127tHf3tmzZAj8/PyxcuBDh4eEIDAzEnDlzsGHDBp28v/jiC0ycOBHh4eFo3bq1kO/OnTsRFxeHpk2bIisrC/Xq1cOBAwcQFhaGUaNGYfDgwULZADBz5kx89dVXmDNnDm7fvo2tW7fC3l57x0GhUKBDhw4wMzPDmTNnEBoaClNTU3Ts2FEIoApT1HOZNWsWfH19ce3aNVSpUgX9+/eHUqlE06ZNsXz5cpibmyMuLg5xcXHw9fUtUvsC2gv94OBg3L59GytWrMDatWvxzTffFFrn48ePIzw8HCEhIdi2bRt27dqFgIAAAECfPn2gUql0ApH4+HgcOHAAw4YNKzTffv36CcHSxYsXERcXB2dn5ze24euqVauGpUuXYsyYMYiJicHjx4/h4+ODxYsXo3r16m88/k3vSVpaGj7++GNUr14dly9fhr+/v06bF1VaWho6d+6M48eP4+rVq+jYsSO6du2KmJgYANphoBUqVBB67uLi4vLNZ/fu3Zg4cSKmTp2KsLAwYQjmyZMnddIFBASgb9++uHHjBjp37oyBAwciISGh2PUuiokTJ0Kj0WDv3r1vlc/JkycRGRmJkydPYsOGDQgODkZwcDCA/NunadOm+X7Pi2vatGk4deoU9u7diz/++AMhISG4cuWKThofHx+YmpoW+vP/JEehhOy1aQKGMgPcvh8NpVIFADh85gLW/LYPPp92w69BARj9aXes3r4PB06dKzDfm/eiUNnFCTaWeT1xjb1qID0zC1GPinZH+d9g2OQv0W3YWEz2X4Qb4bo3QTbv3IcjJ89iqs8wbFrxNfp27YgFy3/E1bDwAvO7FXEPXtWrwcAgLwhsWKcmYmLjkJqWXmrnQaVH4lgRqkf3dLYpYyIgcawovJY1aAOpZ31kndiJ9E1fa3sfOwyAxKlkN5EkjhWhjLmrX6aDKwBtb6fYxByqV9PkZEH1NAYSh4og+n9hIBVDodSdLpKTo0EVN2P8PaMBrRpbYlAPe2zc9Qyfz7qLDTufYXAPe7RtallgvtUqyxH9OAtJKUph2+WwVJjIJXBxMsz3mEouRvB0l+NmBP9WF8Vb3+rs3LkzxowZA0Dby/XNN9/g5MmTqFq1KmxttXcLbGxs4OCQN6Ri7ty5WLZsGXr27AlA2wN5+/ZtrF69GkOGDBHSTZo0SUgDQJjTZ21tLeTn5OSkc6E/fvx4HDlyBNu3b0fDhg2RmpqKFStW4LvvvhPyrly5Mj788EMAwK+//gq1Wo1169YJPT/r16+HpaUlQkJC0L59+0LPv6jn4uvriy5dugDQXvTXqFED9+/fR7Vq1WBhYQGRSKTTRkVpXwCYPXu2kNbV1RW+vr745ZdfMH369ALrLJPJ8PPPP0Mul6NGjRqYN28epk2bhvnz58PY2BgDBgzA+vXr0adPHwDA5s2b4eLiotMznB9jY2NhGKKtrW2+51NUY8aMwcGDBzFo0CDIZDI0aNCgyPPh3vSebN26FWq1Gj/99BOMjIxQo0YNPH78GKNHjy5WHb28vODl5SW8nj9/Pnbv3o19+/Zh3LhxsLa2hkQiEXruCrJ06VJ4e3sL7/OUKVNw/vx5LF26FK1btxbSeXt7o39/7ZDEwMBArFy5EhcvXkTHjh2LVe+isLa2hp2dXbF62PNjZWWF7777DhKJBNWqVUOXLl1w/PhxjBw5ssD2yR2i++r3vDjS0tLw008/YfPmzWjbti0AYMOGDahQQXd45Lx580p0k+DfqrFXdew7cRYtG9RGNTcX3Il6iL0nQqFUqZCUmoZyVhZY+9t+TBjcG60b1QWg7RF88DgOu4+dRpcC5ja+TEqG9WtDNnNfv0wq2h3lsmRjZQlfn2Go5l4JOQoFfj8agglzFmL14gBUreyGHIUCm3buwzf+M/FBNQ8AQHkHO9wIv4t9fxxHnQ888803ITEJjva6w8mtLC0AAC8Tk2BmyjvW/2/EcnOoMnTnCmoyUiEyNP57yKcGsgZtkbFrNdRPtXO9lSkJUJR3g0HNJlDFRhW7TJHcDJqMNP0yTbQjLEQm5sI2/TRvN5Sa6J90JSwVHZpb4dyVZNx/mAUPV2O0b2EFA6kY5qZSJCYrMaibHdb9Goc//+6tfPZCAZfyhujUyhrHC5jbaGVhoBMoAhBeW1tI8eq3cuPSarAwk0AsEWHr3ngcOZNYGqf6n/PWwWKtWnnDL3IDnvj4+ALTp6enIzIyEsOHD8fIkSOF7UqlEhYWFjpp69cveNGCXCqVCoGBgdi+fTtiY2ORk5OD7OxsYa5ceHg4srOzhYvG112/fh3379/XmxeVlZWFyMjIQssuzrm82k6Ojo4AtD121apVK7SMN7Xvr7/+ipUrVyIyMhJpaWlQKpUwNy/8H4iXl5fOXMImTZogLS0Njx49QsWKFTFy5Eg0aNAAsbGxcHJyQnBwMLy9vXWGYP4Tfv75Z1SpUgVisRi3bt0qUvlFeU/Cw8NRq1YtGBkZCfubNCn+IiBpaWnw9/fHgQMHEBcXB6VSiczMTKFnsajCw8MxatQonW3NmjXDihUrdLa9+lkwMTGBubl5od+1t6XRaN76Pa9RowYkubcMof3s37x5822rVqjIyEjk5OSgUaNGwjZra2vhBksuOzu7Up07mp2drTecW6lUFpD67Q3r1QUvk1IwfPZXgEYb0HVp2Rib9v0BkUiEzKxsPH72HAtXbcSi1ZuF41RqFUz+Hjo6adFKXAu/DwBwsLXGL8v8S62+/xQXp/JwcSovvK5ZrQpinz7D9v2HMGfSGMTGPUNWdjamBCzSOU6hVMLDzRUAMHjCdDx7rl1MpJZnVSz1m/GP1Z/+PcQW5SAyMIS8x+e6OyQSqJ/HCi9NRwe+cpAYkEh0tikiLiP7xM7Sri7Rv8q2/fGwspAiaJY7RCIgMUWJ46FJ6NPZFhoNYCgToby9ISZ6V8CEIU7CcRKJCOkZ2tEx8ya7ooaH9vo1/qUCo+fcy7esgkz7KhLGhmJUrSzH0N4OeBKfjVMXkt/dSf5HvXWw+PrqqCKRCOrc5YfykZamvYO2du1anYs5ADoXlYD2gvhNlixZghUrVmD58uWoWbMmTExMMGnSJGEIqbFx4fNn0tLSUK9ePWzZskVvX27P6Ls4l1fbKfcCvLB2yu+43GNzjzt37hwGDhyIgIAAdOjQARYWFvjll1/een5WnTp14OXlhY0bN6J9+/a4desWDhw48FZ5vkosFuutXJnfPMvr168jPT0dYrEYcXFxQpBdmOK8J29bR19fXxw9ehRLly6Fu7s7jI2N0bt37yINXy6J4n7X3sbLly/x/PlzYd5xSf2TdS4uHx8fbN68udA0uZ+nkli0aJEwvDtXy5YtMbVX/jeu3paRTIY5o4dg5shBeJmcgnJWFthz7AzkxkawMjdFYor2XL4cNRg1PHTfV8nf8/e+/HwwsnO0n/PclU5tLC1w+360TvqE5JS/9/1/9mx4elTGzb+HomZkZQEAFs+aBlsb3cUOcj+/S2ZPg1KlvVgxlMkAANZWlkhI0r3ISPz79duuskplQ52RApFc98axSG4GTXYmoFICBtohbZn71kGd9toF5t+fDwBI35r3P1jiUBGGzbogY+cr8+Zz8m4iaTJSIZLrDnkXyc2gSdf2JGrSU/K2vdK7KJKb6QSoRP92OQoNlq+PxbcbY2FpLkVikhIdW1ojI1OF5FQlLMy0IcnKDbGIiMrQOVat1l6PrVj/GDKZ9v+VSqXdlpisQBU33Wt9S3NtXgnJujdon73Q/n+Ljs2GlbkUA7vZM1gsglKdcS/7+5+q6pU/ovb29ihfvjyioqIwcODAty4jNDQU3bp1w6BBgwBoA7C7d+8Kc9s8PDxgbGyM48ePY8SIEXrH161bF7/++ivs7Oze2CP3und1LjKZTKeNiurPP/9ExYoVMWtW3kpruY9BKMz169eRmZkpBNLnz5+HqampzvzCESNGYPny5YiNjUW7du1KNPewILa2tjrz91QqFcLCwnSGXCYkJMDb2xuzZs1CXFwcBg4ciCtXrrwx+C/Ke+Lp6YlNmzYhKytL6F08f/68Xh1TU1ORnp4u3LR4/VEJoaGh8Pb2Ro8ePQBoA4vXh20W5b319PREaGiozrDl0NDQIs3PLC0rVqyAWCx+47ML31ZJP/uFqVy5MgwMDHDhwgW4uLgAABITE3H37l20bNlSSFfaw1BnzpyJKVOm6GxbsmRJqZWXSyqVwP7voOfon3/hw7o1IRaLYWNpDlsrS8TGv0DH5o3yPdbOWn9luJoelRC86yASklOE4acXbtyGibER3Cq8+QbOv9H96IdCQOfm7ASZgQGevXhR4JBTBzv9G4c1qnpg7ZbtUCqVkP69eM1f18Pg4uTIIaj/p1RxDyF11f0MSF2qQBWn/b+qTngGjVIBkZkVNIUMOdUk5y3HrzG1BDRqnW16ZTp7QHHtTF6ZzlWgehqtPT4lAer0FEicPaB+8fccYZkhJA4uUNz8swRnSVS2VCrgZaI2iGvZyAIXr6dCo9EOHX2RqICjrQwh55PyPfZlkv7onDuRGej3sR0szCRITtVeT9SpYYr0DBVinmTrpc8lEolgIP1nR8z9vyrVYNHOzg7GxsY4fPgwKlSoACMjI1hYWCAgIAATJkyAhYUFOnbsiOzsbFy6dAmJiYl6F1dv4uHhgR07duDPP/+ElZUVgoKC8OzZM+FC28jICDNmzMD06dMhk8nQrFkzPH/+HLdu3cLw4cMxcOBALFmyBN26dcO8efNQoUIFPHz4ELt27cL06dP15jm97l2ci6urK9LS0nD8+HFhiGhRHjnh4eGBmJgY/PLLL2jQoAEOHDiA3bt3v/G4nJwcDB8+HLNnz0Z0dDTmzp2LcePG6awOOGDAAPj6+mLt2rXYuHFjkc6jqNq0aYMpU6bgwIEDqFy5MoKCgvSeMenj4wNnZ2fMnj0b2dnZqFOnDnx9ffH999+/Mf83vScDBgzArFmzMHLkSMycORPR0dFYunSpTh6NGjWCXC7Hl19+iQkTJuDChQvCwiy5PDw8sGvXLnTt2hUikQhz5szR6zVzdXXF6dOn8emnn8LQ0BDlypXTq++0adPQt29f1KlTB+3atcP+/fuxa9cunZVVSyIhIQExMTF48kR7gZG7cIyDg4POXMDU1FQ8ffoUCoUCDx48wObNm7Fu3TosWrQI7u7ub1WHNylK+8TGxqJt27bYuHEjGjZs+MY8TU1NMXz4cEybNg02Njaws7PDrFmzdD7fQPGHod6/fx9paWl4+vQpMjMzhZsH1atXF26MvcrQ0BCGhrqT66XFWBEzIysLj58+F14/iX+Bu9GPYG5qAody1vh+6248T0iC/7ihAICYJ89wK/IBari7ITU9A1t/P4bIR0/gN8ZbyGNkn65YFvwLTOXGaOJVAzlKJcIjo5GanoEBH3+Ubz0aeVWHWwVH+H+3HuMG9kRCUgpW/7oPvTu00llQ5270I6HeSSlpuBv9CFKpBJUqlM8335LKyMxC7NOnwuu4Z89x70E0zE1NYW9bDqs2/YIXCYmYPVE7B3n7/kNwtLOFm0sF5OQo8PuxEFy5eQvL5n4BAJAbG+PTbp3x3c+boVFrUMuzKtIyMnDzzl2YGBujU5sW+dbjo+ZNEfzrLnz1/VoM7NEVUTGPsOP3Ixg/bJCQRqFQIvrxY+3vSiWev0zEvQfRMDYyQgXHks/ppiIykEFskfc3RWRhDXG58tBkZ0CTmgRZ084Qm1og6w/tCuqKm+cg82oGw2YfQ3H7IiTO7pB6eCFz70/aDBTZyLkSAsMW3QCRCKonDyCSGUFS3g2anCwowy8Vu4o5185A3msMDOq0hCo6HNIqtSG2r4CsE78JaRRXT8OwYTuok15Ak/ISsiadoElPKfIqr0SlwchQjPJ2ef/77MsZoJKzEVLTVXieoIB3L3vYWBlg2Trt30AnexmquMkREZUBUxMJerQvh4pORli27r6Qx5Y9z/D5gPJIz1Th8s1UGEhF8HCTw1Quwe4/8n+u6JWwNDx6kg3fkc74+bensDKX4rMeDvj9xEso/15Q5+M21oh/qcDjOG3w+EFVE/TqWA77jvE5i0VRqsGiVCrFypUrMW/ePPj5+aF58+YICQnBiBEjIJfLsWTJEkybNg0mJiaoWbOm3uMUimL27NmIiopChw4dIJfLMWrUKHTv3h3JyXndynPmzIFUKoWfnx+ePHkCR0dH+Pj4AADkcjlOnz6NGTNmoGfPnkhNTYWTkxPatm1bpJ7Gd3EuTZs2hY+PD/r164eXL19i7ty5Oo/PKMgnn3yCyZMnY9y4ccjOzkaXLl0wZ86cNx7btm1beHh4oEWLFsjOzkb//v31jrGwsECvXr1w4MCBd967NGzYMFy/fh2fffYZpFIpJk+erNOruHHjRhw8eBBXr16FVCqFVCrF5s2b8eGHH+Ljjz9Gp06FP9T6Te+Jqakp9u/fDx8fH9SpUwfVq1fH4sWL0atXLyEPa2trbN68GdOmTcPatWvRtm1b+Pv768wtDAoKwrBhw9C0aVOUK1cOM2bMQEqK7oIf8+bNw+eff47KlSsjOzs73wfHd+/eHStWrMDSpUsxceJEuLm5Yf369W9cUOhN9u3bh6FDhwqvP/30UwDQ+3z5+fnBz88PMpkMDg4OaNy4MY4fP67zngDawM7b27tIn82iKkr7KBQKREREICMjI58c8rdkyRKkpaWha9euMDMzw9SpU3X+JpTEiBEjcOrUKeF1nTraR1o8ePAArq6ub5V3fsIjH2LMvCDh9fKN2ovHLi2bwG+MN14mJePZy7zVcFVqNbb+fgwPnzyFVCJBvRpVsW7+dJS3y7tY7tb2QxgZyrB5/x/4dvNOGBvKUNnFCZ92LnhorEQsxrIZ47B43VaMmLMYxoaG6NyyCUb1/UQn3eAZC4Tf70TF4EjoRTja2mDPd4GvZ/lWIiKjMGFO3qOPvluvHUrcsXVzzJrgg5eJSXj2PO8CQKFU4vvgrXiekAAjmSEquzrjG/+ZqFuzhpBmxIA+sDQ3x+Zd+/DkWTxM5SaoUtkVg3vpnuOrTE3kWDb3C3yzJhgjfGfDwtwU3n174JP2bYQ0LxITMWxK3siPX/YewC97D6B2DU98u2B2ftnSOySxc4a89xjhtVGLbgAAxe2/kHX0F4hNzCEysxT2a1ISkLn3Jxi26AaD2s2hSUtC1rHfoIrJWz0359xhaDLTIavfFmILa2iyM6GOj0XOX8dLVEd1XDSyDm+GYdNOEDXtDHXSc2T+vh7ql3k3RHIunwQMZDBq2xsiQ2OonjxAxp412qGxRGXEw9UYi2fkrQI8qr/2xuDRs4n45ufHsLIwgK113g1FsViEnh3KwcnBECqVBjfupGFqYCTiX+ZN8TlyJhHZOWr06miL4X0ckJWtRnRsFvYcLTioU2sA/xXRGDvYCcu+rIzsHDWOhSZi055nQhqRSATvXg5wsJVBpdIg7nkOfv7tKQ6dKp0V5f9rRJr8rs7oP8vb2xtJSUnYs2fPG9O2bdsWNWrUwMqVK0u/YmUsOjoabm5uuHr1qs6zAkkrIyMDNjY2OHTo0FsHse+zgIAATOzW8s0J3zMr9mqD8NF9upRxTf59fvxNO1987ty5ZVyTf5/cOcFTLP/9q/L+04KStDe7+bnRlfuZYbvoy22bCw97viHl+6dRxV3v9WeGTwkmPYmJiQgJCUFISIjew+zp/XTy5Em0adOGgSIRERHRe4TB4hsU9mDuQ4cOoXnz5v9gbf4ZderUQWJiIhYvXqz3uIEaNWoUuIjO6tWr38miRW/yPr4nZa1Lly7Cc0KJiIiI6P3AYPENXl8B81VOTk4F7vu3en2RlvwU9iD2gwcP5vuYC0C7Euk/oTTeE1dX13znyxERERERva8YLL5Baa8G+f+mYsWKZV0FvidERERERP8A8ZuTEBERERER0fuGwSIRERERERHpYbBIREREREREehgsEhERERERkR4Gi0RERERERKSHwSIRERERERHpYbBIREREREREehgsEhERERERkR4Gi0RERERERKSHwSIRERERERHpYbBIREREREREehgsEhERERERkR4Gi0RERERERKSHwSIRERERERHpYbBIREREREREehgsEhERERERkR6RRqPRlHUliIjeBwEBAWVdBSIiIiqmuXPnlnUVygx7FomIiIiIiEiPtKwrQET0Pnmf704WJLfHlW2jj21TMLZNwXLbptnaHWVck3+X0JG9AfAzk5/cz8wUy5Qyrsm/T1CSeVlXoUyxZ5GIiIiIiIj0MFgkIiIiIiIiPQwWiYiIiIiISA+DRSIiIiIiItLDYJGIiIiIiIj0MFgkIiIiIiIiPQwWiYiIiIiISA+DRSIiIiIiItLDYJGIiIiIiIj0MFgkIiIiIiIiPQwWiYiIiIiISA+DRSIiIiIiItLDYJGIiIiIiIj0MFgkIiIiIiIiPQwWiYiIiIiISA+DRSIiIiIiItLDYJGIiIiIiIj0MFgkIiIiIiIiPQwWqVQEBwfD0tLyrfNxdXXF8uXL3zof0goJCYFIJEJSUlJZV+Wd8vf3R+3atQtN4+3tje7du/8j9SEiIiL6L2CwSPQf1apVK0yaNElnW9OmTREXFwcLC4tSLXvRokVo0KABzMzMYGdnh+7duyMiIkInjaurK0QiEUQiEYyNjeHq6oq+ffvixIkTxS7P19cXx48ff1fVL9CBAwfQqFEjGBsbw8rKisEnEf1fMnSwQ42Vi9Di5hm0vv8XGh/bBbNa1Qs9xqpJfTQ89CvaRF5G07MH4NinW6nX065LezQJ2YfW9y+h8bFdsGnTXC9NJd+xaH75BFrf/wt1tq2FsZtLqdfrfSQpXwnGXYfBZLgfzCYug7TSB28+xqky5P0nw3TsYpgMmQmpZ4NSr6fUvRbkg2fAdOxXkA/0hcS1ml4aWeMOMBkxF6Zjv4Jxj88hsixX6vX6f8Zgkeg9IpPJ4ODgAJFIVKrlnDp1CmPHjsX58+dx9OhRKBQKtG/fHunp6Trp5s2bh7i4OERERGDjxo2wtLREu3btsHDhwmKVZ2pqChsbm3d5Cnp27tyJwYMHY+jQobh+/TpCQ0MxYMCAUi2TiOhdk1qYo/7ujdAolLg2eDTOte6Ou/OWQJmcUuAxRs5OqL3heyT++RfOd+iNmHWb4bnEH9Ytm5a4HlZN6qPZucMF7reo54UPvl+MJ7/swoWOfRB/+AS81q2ASVV3IU3FMcPgPHQA7sycj7+6DoQ6IxN1Nq+G2FBW4npRAQxkUL14guyQXUVKLjK3hnG34VA9vo+MrcuQc/U0jNr1gcSlaomrIHGqDJOhswrcL3Z0hVGnQVDcuoCMrUFQRobB+OOhENs4CGlk9VpDVrs5sk/sQMavK6BR5EDefRQgkZa4Xv91DBb/j7Rq1Qrjx4/HpEmTYGVlBXt7e6xduxbp6ekYOnQozMzM4O7ujkOHDgnHqFQqDB8+HG5ubjA2NkbVqlWxYsUKnXxDQkLQsGFDmJiYwNLSEs2aNcPDhw8BANevX0fr1q1hZmYGc3Nz1KtXD5cuXSpynffs2QMPDw8YGRmhQ4cOePTokbAvMjIS3bp1g729PUxNTdGgQQMcO3as0PyCgoJQs2ZNmJiYwNnZGWPGjEFaWpqwP3f465EjR+Dp6QlTU1N07NgRcXFxOvn8/PPPqFGjBgwNDeHo6Ihx48YJ+5KSkjBixAjY2trC3Nwcbdq0wfXr14t8znv37kXdunVhZGSESpUqISAgAEqlUth/7949tGjRAkZGRqhevTqOHj0KkUiEPXv2AMh/qOi1a9cgEokQHR0NAHj58iX69+8PJycnyOVy1KxZE9u2bRPSe3t749SpU1ixYoXQexcdHZ1v3jt37hTawtXVFcuWLdM5H1dXVwQGBmLYsGEwMzODi4sL1qxZU2gbHD58GN7e3qhRowa8vLwQHByMmJgYXL58WSedmZkZHBwc4OLighYtWmDNmjWYM2cO/Pz89HoiC/P6MFSVSoUpU6bA0tISNjY2mD59OjQaTZHze51SqcTEiROxZMkS+Pj4oEqVKqhevTr69u1b4jyJiMqC65hhyHryFLenzkHKtTBkPYpFwulzyHz4uMBjKgzui8yYWNybvxQZ9x/gcfA2xB84CpeRg/MSiURwHTsczf48hNb3/0KjP3bArstHJa6n8/BBeBkSioergpFx/wGiln6H1LDbcPbuL6RxGT4ID1auwfM/TiIt/C7CJn0JQ3tb2HZoU+JyKX+qh3eQc+4wlJFhRUpvULMJ1MkJyD6zH+rEeChuhEJ57wZkdVq8kkoEWf02MPH+UtsTOGAqpO61SlxHWe3mUD2MgOJKCNSJ8cg5fxjq+FgYeDXLq1edFsi+eAzKqFtQv4hD1h/bIDIxh7Tym3tK31cMFv/PbNiwAeXKlcPFixcxfvx4jB49Gn369EHTpk1x5coVtG/fHoMHD0ZGRgYAQK1Wo0KFCvjtt99w+/Zt+Pn54csvv8T27dsBaC+Cu3fvjpYtW+LGjRs4d+4cRo0aJfQ8DRw4EBUqVMBff/2Fy5cv44svvoCBgUGR6pqRkYGFCxdi48aNCA0NRVJSEj799FNhf1paGjp37ozjx4/j6tWr6NixI7p27YqYmJgC8xSLxVi5ciVu3bqFDRs24MSJE5g+fbpeuUuXLsWmTZtw+vRpxMTEwNfXV9j/448/YuzYsRg1ahRu3ryJffv2wd09705lnz59EB8fj0OHDuHy5cv4H3v3HRY11sUB+JeZoYMIIlIUQQV7VwR7WxHFtSFr72LFLuquFfuqWNa1Ye+6rm3tZWXtXayIFbGgCEivM3O+P/gmMg4gVtp5n8dHSG6SOyeZkJN7c1OjRg00a9YMkZGRn/zMZ8+eRc+ePTFixAjcv38fq1atwoYNG8SWMqVSiQ4dOkBbWxuXL1/GypUrMX78+GzFM72kpCTUrFkThw4dwt27d+Hp6YkePXrgypUrAIAlS5bA2dkZAwYMQGhoKEJDQ1GiRAmN9Vy/fh0eHh7o3Lkz7ty5g2nTpmHy5MnYsGGDWrmFCxeiVq1auHnzJoYMGYLBgwd/VjIXHR0NADA1Nf1k2REjRoCIsH///myv/2MLFy7Ehg0bsG7dOpw7dw6RkZHYu3evWpnZs2fD0NAwy3+qY/HGjRt49eoVJBIJqlevDktLS7i6uuLu3ez90WSMsdzC7KfGiL19H5VXLkTDAH/UOboLVl07ZrmMcY2qiDx3SW1axH8XULhGVfF322H9Yen+MwInzsClpu0R4rcZFZfMQWGnWl9Uz8I1qyLyrOY2jWumbVPPpjh0ihVVK6OIjUNMwB2xDMs5UsuSULx4pDZNHhIEqWVJ8Xft2k0hK18LSf/+jfjNv6e1Prp0hdS61BdvUx7yUHObFrYA0lo7JQaFoEhfJiUJijchkFqUBMsYt7nmMVWrVsWkSZMAABMnTsTcuXNhZmaGAQMGAACmTJmCFStW4Pbt23BycoKWlhamT58uLm9nZ4eLFy9i165d8PDwQExMDKKjo+Hm5obSpUsDAMqXLy+WDwkJwbhx41CuXFqfb3t7+2zXNTU1FcuWLUOdOnUApCW65cuXx5UrV+Do6IiqVauiatUPJ/QZM2Zg7969OHDggFpLX3rpn8GztbXFzJkzMWjQICxfvlxtuytXrhQ/z7Bhw+Dj4yPOnzlzJsaMGYMRI0aI02rXTutHf+7cOVy5cgVhYWHQ0dEBACxYsAD79u3D7t274enpmeVnnj59OiZMmIBevXoBAEqVKoUZM2bA29sbU6dOxcmTJ/HgwQMcO3YMVlZWANKSFldX16yD+RFra2u1BNjLywvHjh3Drl274OjoCGNjY2hra0NfXx8WFhaZrsfX1xfNmjXD5MmTAQAODg64f/8+5s+fj969e4vlWrVqhSFDhgAAxo8fj0WLFuH06dMoW/bT3UmUSiVGjhyJevXqoVKlT9+5MzU1hbm5udiK+iUWL16MiRMnokOHDgCAlStX4tixY2plBg0a9MmWQdU+evr0KYC0FkxfX1+xBbZx48Z4+PBhhklwcnIykpOT1aalb2FmjLGcoGdTHNY9PBDitwnBf/ihULVKKOszAZSSitDdBzJcRtu8CFLeRahNSwmPgKyQESS6OiClEnZe/XGjsyeib6T1xEkMeYnCjtVRvHsnRF3Kfo8kcZtFzZAS/tE230VAu6jZ/+cXEeuRWRmWcyT6haBIeKA2jRJiIejo/b/LJ0G7djMk7FkF5Zu03mzymEikWtlBq7IzFK+efvY2BX0jUEKc2jRKiIVgYJQ236CQOE2zTKHP3l5BwcliHlOlyofmealUiiJFiqBy5critGLFigEAwsLCxGl//vkn1q1bh5CQECQmJiIlJUXssmdqaorevXvDxcUFP/30E5o3bw4PDw9YWloCAEaPHo3+/ftj8+bNaN68OTp16iQmYZ8ik8nEJAwAypUrh8KFCyMwMBCOjo6Ii4vDtGnTcOjQIYSGhkIulyMxMTHLlsWTJ09izpw5ePDgAWJiYiCXy5GUlISEhATo6+sDAPT19dXqaGlpKcYjLCwMr1+/RrNmzTJc/61btxAXF6fx/FtiYiKePHnyyc+sepYt/TN3CoVCrGNgYCBKlCghJiEA4Ozs/Mn1fkyhUGD27NnYtWsXXr16hZSUFCQnJ4sxyK7AwEC0bas+SEG9evWwePFiKBQKSKVSAOrHnSAIsLCwUDvGsjJ06FDcvXsX586dy3a9iOiLn6uMjo5GaGioeJMCSDsWa9WqpdYV1dTUNFstnUBawgsAv/32Gzp2TLsDv379erHVfuDAgRrLzJkzR+1GDQA0atTosz8PY4x9S4JEgpjb9/Bk3lIAQOy9BzAoWwbWPTwyTRY/Rd/WBlJ9fVTfrv6IgkRLC7H3AsXfGwdd/lAPqQQSbW21aW/2HMSDiTO+qA4sb5EYm0HQ0oF++4/+fkqlUL57Jf5qOHh2uoUkgFSqNi016DqS//37e1e3QONkMY/5uAuoIAhq01QX2KqL2x07dmDs2LFYuHAhnJ2dYWRkhPnz5+Py5Q8n5/Xr12P48OE4evQodu7ciUmTJuHEiRNwcnLCtGnT0LVrVxw6dAhHjhzB1KlTsWPHDrRv3/6rP8vYsWNx4sQJLFiwAGXKlIGenh7c3d2RkpKSYfng4GC4ublh8ODBmDVrFkxNTXHu3Dn069cPKSkpYqKUUYxUSYKenl6WdYqLi4OlpSX8/f015mXnVSBxcXGYPn262KKVnq6u7ieXB9K62gJQS2xSU1PVysyfPx9LlizB4sWLxWc4R44cmWnsvlZGMVUdY1kZNmwYDh48iDNnzqB48eLZ2lZERATevXsHOzu7L6prds2ePRuzZ8/Ossz9+/dhY2Mj3jypUOHDaIE6OjooVapUpjc3Jk6ciNGjR6tNmz9//lfWmjHGvk5y2DvEP1K/+Rn/6CnMWzXPdJmUsAixJU9F26wI5DGxUCYlQ2qQ9vc3oNdQJL95q1ZOmfzh79JlF3fxZ+PqVVDm11G43qmPOE0e+2EQtJR34dA2+2ibRYsg5V34/+dHiPVICQtXKxN7T71Fi/14yoQYCPpGatMEfSNQciKgkANaab23Eg+sgTIuWn1hhUL8MX7bh3EUpBYloVOvNRL+/tCbDCkfevBQQiwEfUPNbcantSRSfMyHaelaFwV9I7UElanjZDGfO3/+POrWrSt2IQSQYQtZ9erVUb16dUycOBHOzs7Ytm0bnJycAKR1TXRwcMCoUaPQpUsXrF+/PlvJolwux7Vr1+Do6AgACAoKQlRUlNjN9fz58+jdu7e4rri4uCy7Hl6/fh1KpRILFy4UEyrVs5fZZWRkBFtbW5w6dQpNmjTRmF+jRg28efMGMpkMtra2n7Vu1fJBQUFqz0CmV758ebx48QKhoaFiAnLpkvozGUWLFgUAhIaGwsTEBEDaADfpnT9/Hm3btkX37t0BpN0cePjwoVoyo62tDUW6E25m9Tl//rzGuh0cHMRWxS9BRPDy8sLevXvh7+//WYnfkiVLIJFIvvi1FMbGxrC0tMTly5fRsGHag/RyuVx8/lTlc7qh1qxZEzo6OggKCkL9+vUBpCXwwcHBKFky4+ccdHR0xK7MKjIZn3IZYzkr+loA9EvZqk0zKGWLpJehGS8AIPrGLZh99NqKIg2dEfX/LqfxD59AkZQMXWuLLLucJgZ/GORO17IYSC5Xm5Ze1PVbMK1fBy/WbhGnmTZwRvT1D91ck9++g2n9Ooi7n/YMvdTQAIWqVcbLTTszrQP7MRShzyGzLa82TWbjAEVoWpdTZeRbkDwVgpEJKIsupxT9oZsxGRYGSKk2TWObJeyRGnD2wzZLOEDxJjht+ZhIKONjIC1hD2X467QC2jqQWtgg9c6FL/iUBQNfueRz9vb22LRpE44dOwY7Ozts3rwZV69eFS/enz17htWrV+Pnn3+GlZUVgoKC8OjRI/Ts2ROJiYkYN24c3N3dYWdnh5cvX+Lq1atiN7xP0dLSgpeXF5YuXQqZTIZhw4bByclJTB7t7e2xZ88etGnTBoIgYPLkyVm2VpUpUwapqan4448/0KZNG5w/fx4rV6787JhMmzYNgwYNgrm5OVxdXREbG4vz58/Dy8sLzZs3h7OzM9q1a4fff/8dDg4OeP36NQ4dOoT27dujVq2sH9SfMmUK3NzcYGNjA3d3d0gkEty6dQt3797FzJkz0bx5czg4OKBXr16YP38+YmJi8Ntv6sNAlylTBiVKlMC0adMwa9YsPHz4UGOEUnt7e+zevRsXLlyAiYkJfH198fbtW7Vk0dbWFpcvX0ZwcDAMDQ0z7HI5ZswY1K5dGzNmzMAvv/yCixcvYtmyZWrPgH6JoUOHYtu2bdi/fz+MjIzw5s0bAGmJXPrW3djYWLx58wapqal49uwZtmzZgjVr1mDOnDmZJtzZMWLECMydOxf29vYoV64cfH191UaABT6vG2qhQoUwaNAgTJ06FSVKlEDJkiXFVsJOnTp9cT0ZY+xHC/HbhFr7NsN2WH+8PXgMhapVhnW3jggc/+HZ/tITRkDXwhz3Rqb9fXq5eRdK9O6MMr+Nwusd+2BazxHmbi0Q0GsoAEARn4CQVRvhMNUbgiBB1NUbkBkZoXDt6pDHxn1R99YXa7eg5u71sPHsifBTZ2HRtiUKVamIwPEfuveHrN0Cu+EDkfAsBIkvXqH02GFIfvsO7459/vt62SdoaUNi/OFZUMHYFBIzK1ByAig2Ctp1W0FiaIyk42kjs6feuQjtqvWgU88NqfevQFqiDGT2VZG4f23aClKTkXLDHzoN2wKCAMXrZxC0dSG1sgOlJEEe+PnPuaYEnIV+xyHQqt4IiuBAyByqQVKsOJL+/Ussk3rzDHQcm0MZFQ6KiYC2sysoPibbo7wWRJws5nMDBw7EzZs38csvv0AQBHTp0gVDhgwRX6+hr6+PBw8eYOPGjYiIiIClpSWGDh2KgQMHQi6XIyIiAj179sTbt29hZmaGDh06aDyHlRl9fX2MHz8eXbt2xatXr9CgQQOsXbtWnO/r64u+ffuibt26MDMzw/jx4xETk/l7nqpWrQpfX1/MmzcPEydORMOGDTFnzhz07Nnzs2LSq1cvJCUlYdGiRRg7dizMzMzg7p7WNUYQBBw+fBi//fYb+vTpg3fv3sHCwgINGzYUnwfNiouLCw4ePAgfHx/MmzcPWlpaKFeuHPr37w8grYvp3r170a9fPzg6OsLW1hZLly5Fy5YtxXVoaWlh+/btGDx4MKpUqYLatWtj5syZaknJpEmT8PTpU7i4uEBfXx+enp5o166dOOookNbNt1evXqhQoQISExPx7NkzjfrWqFEDu3btwpQpUzBjxgxYWlrCx8dHbXCbL7FixQoAaa97SW/9+vVq654yZQqmTJkivv/Ryckpw1ZfW1tb9O7dG9OmTcvW9seMGYPQ0FD06tULEokEffv2Rfv27dXi87nmz58PmUyGHj16IDExEXXq1MG///4rtv4yxlheEHPrHm73H4kyE0fCbuQgJL14haBpv+PN3kNiGR3zotC1thR/T3rxCgG9hsJhqjds+nZHUuhbBI6bhsj/PrTGPJn/B1IiI2E7rD/0bIpDHhODmLuBCP5jzRfVM/r6LdwdNgGlvYehzPgRSHj2HLf6j0B80GOxzPPl6yDV10P5eVMhK2SEqKs3EdB9kFrXV/ZtSM1LQN/9Qy813YZp4x2k3r+KpBM7IDEoBMGosDifYiKRuH8tdBq2hVa1BqC4KCSd/AuKkA8jqadcPApKjId2rWaQGJuCkhOhDHuFlKunvqiOytBgJB3dAp26rhDqtoIy6h0SD66HMuLNh21ePw1oaUO3mTsEHT0oXj9Dwr7VaV1jWYYE+pqXjzHGvglBELB3794v7nqZnyUkJKBIkSI4cuSIRvKZ10yfPh1Tp07N6WrkOqobUBwbTRybzHFsMqeKTT2/3Tlck9zl/IC0G8N8zGhSHTOjC2d+076g8o0qVKCPGX7PImMsVzt9+jSaNm2a5xNFxhhjjLG8hpNF9kVcXV0zfZH5p0aYzMsqVqyY6efeunVrTlcvX2rdujUOHTr06YKMMcYYY+yb4mcW2RdZs2YNEhMTM5yX3UFD8qLDhw9rvMZCJTvPNGaGe4MzxhhjjLHchpNF9kWsra1zugo5IrPXJDDGGGOMMZbfcDdUxhhjjDHGGGMaOFlkjDHGGGOMMaaBk0XGGGOMMcYYYxo4WWSMMcYYY4wxpoGTRcYYY4wxxhhjGjhZZIwxxhhjjDGmgZNFxhhjjDHGGGMaOFlkjDHGGGOMMaaBk0XGGGOMMcYYYxo4WWSMMcYYY4wxpoGTRcYYY4wxxhhjGjhZZIwxxhhjjDGmgZNFxhhjjDHGGGMaOFlkjDHGGGOMMaaBk0XGGGOMMcYYYxo4WWSMMcYYY4wxpkEgIsrpSjDGWEEwffr0nK4CY4wxxj7T1KlTc7oKOYZbFhljjDHGGGOMaZDldAUYY6wgKch3JzOjanHl2Gji2GSOY5M5jk3GVHEZofsuh2uS+yxJKgoAGF04Jodrkvv4RhXK6SrkKG5ZZIwxxhhjjDGmgZNFxhhjjDHGGGMaOFlkjDHGGGOMMaaBk0XGGGOMMcYYYxo4WWSMMcYYY4wxpoGTRcYYY4wxxhhjGjhZZIwxxhhjjDGmgZNFxhhjjDHGGGMaOFlkjDHGGGOMMaaBk0XGGGOMMcYYYxo4WWSMMcYYY4wxpoGTRcYYY4wxxhhjGjhZZIwxxhhjjDGmgZNFxhhjjDHGGGMaOFlkjDHGGGOMMaaBk0XGGGOMMcYYYxo4WWSMMcYYY4wxpoGTRcYYY4wxxhhjGjhZZN/Fhg0bULhw4a9ej62tLRYvXvzV62Fp/P39IQgCoqKicroq31R2jrdp06ahWrVqP6Q+jDHGGGP5gSynK8AY+z4aN26MatWqqSXbdevWRWhoKIyNjb/rts+cOYP58+fj+vXrCA0Nxd69e9GuXTuN+v33338AAG1tbZiZmaFGjRro06cPOnTo8Fnb++WXX9CqVatvVX0NwcHBsLOzy3Derl270KlTp++2bcYYYz+OtHhp6NZpDmkxG0iMjBG/ZzVSH93OtLyWQ1VoV28Aqbk1BKkMivA3SDp/GPJngd+1nlplq0O3QWtIjItA+f4dEv33Qf70vloZ3fqtoV21LgQdPchfPUXi8Z1Qvn/3RduTWpWCds3GkJgXh8TQGIn/rIf86d2sl7EuDZ2GP0NiagGKi0LylZOQB179ou1nl6xMFWg7u0JSyATKqHAknz8IRfADtTLaTi7QquQEQUcPitfPkHT6b1BU+HetV17GLYuMFSDa2tqwsLCAIAjfdTvx8fGoWrUq/vzzzyzLDRgwAKGhoXjy5An+/vtvVKhQAZ07d4anp+dnbU9PTw/m5uZfU+UslShRAqGhoWr/pk+fDkNDQ7i6un637TLGGPuxBG0dKMJeIfHEzmyVl5UoA/mzB4j/awViN/4OechDGHQcCKl58S+ug6yEPQoNmp7pfKm1HfR/7o2U2xcRu2EuUh/dgkEHT0jMLMUyOnWaQ6dmIyQc24HYzQuA1BQYeAwFpF/YTqSlDUX4ayT778lWcaGQKfTa9oPi5WMkbFuIlJtnoNu8E6Q2Zb9s+0hLPg36/JbpfImlLXRduyP13mUkbPOF/Mld6Ln1gaSIhVhGu2YTaFdrgOR/dyNh5xJQagr023l+eVwKAE4W85DGjRvDy8sLI0eOhImJCYoVKwY/Pz/Ex8ejT58+MDIyQpkyZXDkyBFxGYVCgX79+sHOzg56enooW7YslixZorZef39/ODo6wsDAAIULF0a9evXw/PlzAMCtW7fQpEkTGBkZoVChQqhZsyauXbuW7Trv27cP9vb20NXVhYuLC168eCHOe/LkCdq2bYtixYrB0NAQtWvXxsmTJ7Ncn6+vLypXrgwDAwOUKFECQ4YMQVxcnDhf1R3x2LFjKF++PAwNDdGyZUuEhoaqrWfdunWoWLEidHR0YGlpiWHDhonzoqKi0L9/fxQtWhSFChVC06ZNcevWrWx/5v3796NGjRrQ1dVFqVKlMH36dMjlcnH+o0eP0LBhQ+jq6qJChQo4ceIEBEHAvn37AGTcVTQgIACCICA4OBgAEBERgS5dusDa2hr6+vqoXLkytm/fLpbv3bs3/vvvPyxZsgSCIIjLZrTuv//+W4yFra0tFi5cqPZ5bG1tMXv2bPTt2xdGRkawsbHB6tWrs4yBq6srZs6cifbt22dZTl9fHxYWFihevDicnJwwb948rFq1Cn5+fp88FtLLqBvq3LlzUaxYMRgZGaFfv35ISkrK9vo+JpVKYWFhofZv79698PDwgKGh4RevlzHGWO4if3ofSWcPZtmamF7iqb+RfOUkFG9CoHz/Dkln/oHy/TvIylRKV0qAjlMLGA2cBuPRvjDqMwFaZat9cR11ajaG/Gkgkq+cgjLiLZLOHoLi7Qvo1Gj0oUytJki6eAzyx3egfPca8Qc3QWJoDC2Hql+0TcXzB0i5eBTyJ1m3JqpoVXaGMjoSyWf/gfJ9GFJvn4f80W1oV2+YrpQA7VpNYdD7VxgOnQv9rmMgK1Pli+oHANrVGkDxPAipN/yhfB+GlEtHoQx7Ba2q9T7Uq3rDtBbOp/egDA9F0vHtEAwKQVa6UhZrLtg4WcxjNm7cCDMzM1y5cgVeXl4YPHgwOnXqhLp16+LGjRto0aIFevTogYSEBACAUqlE8eLF8ddff+H+/fuYMmUKfv31V+zatQsAIJfL0a5dOzRq1Ai3b9/GxYsX4enpKbY8devWDcWLF8fVq1dx/fp1TJgwAVpaWtmqa0JCAmbNmoVNmzbh/PnziIqKQufOncX5cXFxaNWqFU6dOoWbN2+iZcuWaNOmDUJCQjJdp0QiwdKlS3Hv3j1s3LgR//77L7y9vTW2u2DBAmzevBlnzpxBSEgIxo4dK85fsWIFhg4dCk9PT9y5cwcHDhxAmTJlxPmdOnVCWFgYjhw5guvXr6NGjRpo1qwZIiMjP/mZz549i549e2LEiBG4f/8+Vq1ahQ0bNmDWrFkA0vZHhw4doK2tjcuXL2PlypUYP358tuKZXlJSEmrWrIlDhw7h7t278PT0RI8ePXDlyhUAwJIlS+Ds7Cy23IWGhqJEiRIa67l+/To8PDzQuXNn3LlzB9OmTcPkyZOxYcMGtXILFy5ErVq1cPPmTQwZMgSDBw9GUFDQZ9c7O3r16gUTExPs2ZO9u5cZ2bVrF6ZNm4bZs2fj2rVrsLS0xPLly9XKbN26FYaGhln+O3v2bIbrv379OgICAtCvX78vriNjjLH8SICgrQNKShCn6Di3gHYlRyQe34nYtbOQfPU09N16QVqiTBbryZzM2g7y5+pdK+XPAiGztgUASIyLQGJoDHn67pcpSVC8DobMyvaLtvm5pJYloXjxSL2OIUGQWpYUf9eu3RSy8rWQ9O/fiN/8e1rro0tXSK1LffE25SEPNbdpYQsgrbVTYlAIivRlUpKgeBMCqUVJsIxxm2seU7VqVUyaNAkAMHHiRMydOxdmZmYYMGAAAGDKlClYsWIFbt++DScnJ2hpaWH69A9dGezs7HDx4kXs2rULHh4eiImJQXR0NNzc3FC6dGkAQPny5cXyISEhGDduHMqVKwcAsLe3z3ZdU1NTsWzZMtSpUwdAWqJbvnx5XLlyBY6OjqhatSqqVv1wh2vGjBnYu3cvDhw4oNbSl97IkSPFn21tbTFz5kwMGjRILRFITU3FypUrxc8zbNgw+Pj4iPNnzpyJMWPGYMSIEeK02rVrAwDOnTuHK1euICwsDDo6OgCABQsWYN++fdi9e/cnu0dOnz4dEyZMQK9evQAApUqVwowZM+Dt7Y2pU6fi5MmTePDgAY4dOwYrKysAwOzZsz+7K6O1tbVaAuzl5YVjx45h165dcHR0hLGxMbS1tcWWu8z4+vqiWbNmmDx5MgDAwcEB9+/fx/z589G7d2+xXKtWrTBkyBAAwPjx47Fo0SKcPn0aZct+eXeSzEgkEjg4OIitqF9i8eLF6Nevn5jMzZw5EydPnlRrXfz555/FYzMz1tbWGU5fu3Ytypcvj7p162a6bHJyMpKTk9WmpW9hZowxlv/oODYDtHSQ+uBG2gSpDLpOLRC3cxkUr58BAFKiIyAtXho61eoj4cXjz96GYFAIyvhYtWnK+FgIBoXS5hsWEqeplUn4UOZ7k+gXgiJBPaGlhFgIOnr/7/JJ0K7dDAl7VkH5Jq03mzwmEqlWdtCq7AzFq6efvU1B3wiUEKc2jRJiIRgYpc3//2enhNgMyvyYuORFnCzmMVWqfGiel0qlKFKkCCpXrixOK1asGAAgLCxMnPbnn39i3bp1CAkJQWJiIlJSUsRRIU1NTdG7d2+4uLjgp59+QvPmzeHh4QFLy7R+76NHj0b//v2xefNmNG/eHJ06dRKTsE+RyWRiEgYA5cqVQ+HChREYGAhHR0fExcVh2rRpOHToEEJDQyGXy5GYmJhly+LJkycxZ84cPHjwADExMZDL5UhKSkJCQgL09fUBpHVtTF9HS0tLMR5hYWF4/fo1mjVrluH6b926hbi4OBQpUkRtemJiIp48efLJz3zr1i2cP39ebEkE0roCq+oYGBiIEiVKiIkiADg7O39yvR9TKBSYPXs2du3ahVevXiElJQXJycliDLIrMDAQbdu2VZtWr149LF68GAqFAlKpFID6cScIAiwsLNSOsW+NiL7qucrAwEAMGjRIbZqzszNOnz4t/m5kZAQjI6PPXndiYiK2bdsmJtiZmTNnjtqNGgBo1KhRJqUZY4zldVrla0G3nivi96wWkxaJiRkEbR0Y/vLRTXCpFIq3L8VfjUelewREEACZTG1ayr2rSDy+47vW/0eSGJtB0NKBfvuB6jOkUijfvRJ/NRw8O91CEkAqVZuWGnQdyf/+/b2rW6BxspjHfNwFVBAEtWmqC2ylUgkA2LFjB8aOHYuFCxfC2dkZRkZGmD9/Pi5fviwus379egwfPhxHjx7Fzp07MWnSJJw4cQJOTk6YNm0aunbtikOHDuHIkSOYOnUqduzY8cln0bJj7NixOHHiBBYsWIAyZcpAT08P7u7uSElJybB8cHAw3NzcMHjwYMyaNQumpqY4d+4c+vXrh5SUFDFRyihGRAQgbSCUrMTFxcHS0hL+/v4a87LzKpC4uDhMnz49w9E8dXV1P7k8kNayBkCsM5DWWpre/PnzsWTJEixevFh8hnPkyJGZxu5rZRRT1TH2rSkUCjx69EjtRsP3sHXrVgwcODDLMkeOHEGDBg3Upu3evRsJCQno2bNnlstOnDgRo0ePVps2f/78L6ssY4yxXE2rfE3ou3ZF/L61kD//8JiGoJXWSylu9wpQbJTaMqT40Nskdv0c8WeplS30GrdF3LYPY0xQyoeeMRQfA4mB+s1OiYERKD4mbX5cjDhN8f9pACDRN4Ii7CV+BGVCDAR99ToK+kag5ERAIQf+H5fEA2ugjItWX1ihEH+M3/YhYZZalIROvdZI+DvdYyUpH3rwUEIsBH31cQQEfSPQ/1tYVfFJa4GMVSuTPkFl6jhZzOfOnz+PunXril0IAWTYQla9enVUr14dEydOhLOzM7Zt2wYnJycAaV0THRwcMGrUKHTp0gXr16/PVrIol8tx7do1ODo6AgCCgoIQFRUldnM9f/48evfuLa4rLi4uy66H169fh1KpxMKFC8WESvXsZXYZGRnB1tYWp06dQpMmTTTm16hRA2/evIFMJoOtre1nrVu1fFBQkNozkOmVL18eL168QGhoqNh6e+nSJbUyRYsWBQCEhobCxMQEQNoAN+mdP38ebdu2Rffu3QGk3Rx4+PAhKlSoIJbR1taGIt0JN7P6nD9/XmPdDg4OYqvij7Zx40a8f/8eHTt2/OJ1lC9fHpcvX1ZL6D6O85d2Q127di1+/vlncT9lRkdHR+zKrCKT8SmXMcbym7REsRviD6yH/Ok9tXmKiDcgeSokhUyQmkWXU2W6VzdIjEwApVJtWnryV88gK1kWydf8xWky23KQvwpOW1d0BJRx0ZCVLAtF2P+TIG1dSK1skRxw7ss+5GdShD6HzLa82jSZjQMUoWldTpWRb0HyVAhGJqAsupxSdMSHnw0LA6RUm6axzRL2SA34MN6ArIQDFG+C05aPiYQyPgbSEvZQhr9OK6CtA6mFDVLvXPiCT1kw8JVLPmdvb49Nmzbh2LFjsLOzw+bNm3H16lXxnXHPnj3D6tWr8fPPP8PKygpBQUF49OgRevbsicTERIwbNw7u7u6ws7PDy5cvcfXq1WxfxGtpacHLywtLly6FTCbDsGHD4OTkJCaP9vb22LNnD9q0aQNBEDB58uQsW6vKlCmD1NRU/PHHH2jTpg3Onz+PlStXfnZMpk2bhkGDBsHc3Byurq6IjY3F+fPn4eXlhebNm8PZ2Rnt2rXD77//DgcHB7x+/RqHDh1C+/btUatWrSzXPWXKFLi5ucHGxgbu7u6QSCS4desW7t69i5kzZ6J58+ZwcHBAr169MH/+fMTExOC339SHgS5TpgxKlCiBadOmYdasWXj48KHGCKX29vbYvXs3Lly4ABMTE/j6+uLt27dqyaKtrS0uX76M4OBgGBoawtTUVKO+Y8aMQe3atTFjxgz88ssvuHjxIpYtW6YxGMzniouLw+PHH/4oPnv2DAEBATA1NYWNjY04PSEhAW/evIFcLsfLly+xd+9eLFq0CIMHD84wmc+uESNGoHfv3qhVqxbq1auHrVu34t69eyhV6sND81/SDfXx48c4c+YMDh8+/MV1Y4wxlotpaUNq8uFmoMS4CKTm1lAmJoBi30O34c+QGBkj4dDmtOLla0G/dQ8kntoNRWiw+HwcpaYCKUlASjKSr5yCXtOOgCCB4uUTCDq6kFqXBqUkIfXu5QyrkZXk6/4w7DISOrWbIvXJPWiXrwmphQ0Sjn4YFT352mno1G0Jxft3UEZFQK9BayjjopH6MPuju38cF4mxmfirYGwKiZkVKDkBFBsF7bqtIDE0RtLxtDqk3rkI7ar1oFPPDan3r0Baogxk9lWRuH9t2gpSk5Fywx86DdsCggDF62cQtHUhtbIDpSRBHpj9kfdVUgLOQr/jEGhVbwRFcCBkDtUgKVYcSf/+JZZJvXkGOo7NoYwKB8VEQNvZFRQfk+1RXgsiThbzuYEDB+LmzZv45ZdfIAgCunTpgiFDhoiv19DX18eDBw+wceNGREREwNLSEkOHDsXAgQMhl8sRERGBnj174u3btzAzM0OHDh00nsPKjL6+PsaPH4+uXbvi1atXaNCgAdauXSvO9/X1Rd++fVG3bl2YmZlh/PjxiImJyXR9VatWha+vL+bNm4eJEyeiYcOGmDNnzie7A36sV69eSEpKwqJFizB27FiYmZnB3d0dQFr3ysOHD+O3335Dnz598O7dO1hYWKBhw4bi86BZcXFxwcGDB+Hj44N58+ZBS0sL5cqVQ//+/QGkdTHdu3cv+vXrB0dHR9ja2mLp0qVo2bKluA4tLS1s374dgwcPRpUqVVC7dm3MnDlT7cXvkyZNwtOnT+Hi4gJ9fX14enqiXbt2iI7+0JVj7Nix6NWrFypUqIDExEQ8e/ZMo741atTArl27MGXKFMyYMQOWlpbw8fFRG9zmS1y7dk0t2VN1x+zVq5faSKt+fn7w8/ODtrY2ihQpgpo1a2Lnzp0aLdeNGzeGra2txiitmfnll1/w5MkTeHt7IykpCR07dsTgwYNx7Nixr/pc69atQ/HixdGiRYuvWg9jjLHcSWZREoZdPwyAp9cs7QZ5yp1LSDi8BRLDQpAU+nDzVadaPQhSKfRb/AK0+EWcrioPAElnD0KZEAddp58gKdwFlJQIxdsXSLr4ZX+TFK+eIeGfDdBt4Abdhm2gfP8O8XtWQxn+4TVhyZdPpj0T6NIFgq4e5C+fIH7X8rQuoF9Aal4C+u4feqnpNkwb7yD1/lUkndgBiUEhCEaFxfkUE4nE/Wuh07AttKo1AMVFIenkX1CEfOiim3LxKCgxHtq1mkFibApKToQy7BVSrp76ojoqQ4ORdHQLdOq6QqjbCsqod0g8uB7KiDcftnn9NKClDd1m7hB09KB4/QwJ+1Z/cVwKAoHSPxjFGMsRgiBg7969aNeuXU5XJVcqWbIkpk+f/tVJbE6bPn06pk6dmtPVyHVUN6A4Npo4Npnj2GSOY5MxVVxG6L7L4ZrkPkuS0lpTRxfO/KZ9QeUbVahAf5f4PYuMsVzt3r17MDY2/uwWZMYYY4wx9nU4WWRfxNXVNdMXmc+ePfvTK8ijKlasmOnn3rp1a05XL1+qWLEibt++LQ5qxBhjjDHGfgx+ZpF9kTVr1iAxMTHDeRkNpJJfHD58WOM1FirZeaYxM9wbnDHGGGOM5TacLLIvktErBQqCkiVL5nQVGGOMMcYY+yG4XxdjjDHGGGOMMQ2cLDLGGGOMMcYY08DJImOMMcYYY4wxDZwsMsYYY4wxxhjTwMkiY4wxxhhjjDENnCwyxhhjjDHGGNPAySJjjDHGGGOMMQ2cLDLGGGOMMcYY08DJImOMMcYYY4wxDZwsMsYYY4wxxhjTwMkiY4wxxhhjjDENnCwyxhhjjDHGGNPAySJjjDHGGGOMMQ2cLDLGGGOMMcYY08DJImOMMcYYY4wxDZwsMsYYY4wxxhjTIBAR5XQlGGOsIJg+fXpOV4Exxhhjn2nq1Kk5XYUcwy2LjDHGGGOMMcY0yHK6AowxVpAU5LuTmVG1uHJsNHFsMsexyZwqNs33HcjhmuQuJ9v9DIDjkhFVbNpfPp3DNcl99tZpktNVyFHcssgYY4wxxhhjTAMni4wxxhhjjDHGNHCyyBhjjDHGGGNMAyeLjDHGGGOMMcY0cLLIGGOMMcYYY0wDJ4uMMcYYY4wxxjRwssgYY4wxxhhjTAMni4wxxhhjjDHGNHCyyBhjjDHGGGNMAyeLjDHGGGOMMcY0cLLIGGOMMcYYY0wDJ4uMMcYYY4wxxjRwssgYY4wxxhhjTAMni4wxxhhjjDHGNHCyyBhjjDHGGGNMAyeLjDHGGGOMMcY0cLLIGGOMMcYYY0wDJ4uMMcYYY4wxxjTkimSxcePGGDlyZI7WYd++fShTpgykUmmO1yUzvXv3Rrt27XK6GlkiInh6esLU1BSCICAgICBX7N/cJC/sxy/xLffztGnTUKxYMQiCgH379n2yvK2tLRYvXpxlmeyuizHGGGOMpZHldAUAYM+ePdDS0sp2+eDgYNjZ2eHmzZuoVq3aN6nDwIED0adPHwwfPhxGRkbfZJ0F0dGjR7Fhwwb4+/ujVKlSMDMzy+kq5ZjMjtMlS5aAiL779mfNmoVDhw4hICAA2traiIqKyrB+KoaGhrCxsRGTPnt7+8/a3rf6HgcGBmL69OnYu3cvnJycYGJi8sl1Xb16FQYGBp9V388RGhqKMWPG4Nq1a3j8+DGGDx/+yeSUMcZyoxIDPWEzaKDatIRnwbjZoWOmyxRp3hw2QwZD18oSiSEv8HzpUrw/d/671tPCoxOse/WEdpEiiH/4CE/n/Y64e/fE+YK2NuxGj4KZSwtItLXx/uJFPJ09F6mRkV+8TY5N5kxb/YwirdtCu5gFACDpeTDCtm9E7LUrGZY3ad4SJUZPUJumTEnB3XYtvrgO2VHErR2KduwMmYkpkp49xqsVS5H48IE4X9DShuWAwSjcsCkELW3E3biCV38uhjzq/XetV16WK1oWTU1NcyxBS01NRVxcHMLCwuDi4gIrK6t8nSympqZ+1/U/efIElpaWqFu3LiwsLCCT5Yr7EbmKsbExChcu/N23k5KSgk6dOmHw4MFZljt58iRCQ0Nx69YtzJ49G4GBgahatSpOnTr1Wdv7Vt/jJ0+eAADatm0LCwsL6OjofHKZokWLQl9f/6u3nZnk5GQULVoUkyZNQtWqVb/bdhhj7EeIf/wYV5q3EP/d6dsv07JGVaug7JxZCNu3DwFduiLS3x/lfBdCv3TpL96+eZs2qOS3KtP5Zi1+gt2Y0XixajUCunZD/MOHqLh8GbTS3Ty0GzsGpg0bIsh7Au70HwDtokVRbuH8L66TCscmY6nh7/Bm/Wo8Gu6JRyMGIu7WDZScPAs6NraZLqOIj8P9bh3Efw96//JVdTBp3hKl5i7OdL5xwyawHDAEb7dtwCOvAUh8+gR2M+ZDalxYLGPlORSFHOvi+ZxpeDp+BGSmZig5yeer6pXf5Ypk8ePua7a2tpg9ezb69u0LIyMj2NjYYPXq1eJ8VWtI9erVIQgCGjduLM5bs2YNypcvD11dXZQrVw7Lly8X5wUHB0MQBOzcuRONGjWCrq4utm7dKl7gNm3aFIIgwN/fHxEREejSpQusra2hr6+PypUrY/v27Wr1ViqV+P3331GmTBno6OjAxsYGs2bNEue/ePECHh4eKFy4MExNTdG2bVsEBwdnKyYKhQKjR49G4cKFUaRIEXh7e2u0Rh09ehT169cXy7i5uYkX2ll9XgBYt24dKlasCB0dHVhaWmLYsGEAgL59+8LNzU1tO6mpqTA3N8fatWuzrHPv3r3h5eWFkJAQCIIAW1vbDMtl1B2wcOHC2LBhAwBg06ZNMDQ0xKNHj8T5Q4YMQbly5ZCQkJBlHYC0C/uxY8fC2toaBgYGqFOnDvz9/dXKbNiwATY2NtDX10f79u2xcOFCtQQuo66iI0eOVDvWPhX/zI7Tj9ednJyM4cOHw9zcHLq6uqhfvz6uXr0qzvf394cgCDh16hRq1aoFfX191K1bF0FBQVnGYfr06Rg1ahQqV66cZbkiRYrAwsICpUqVQtu2bXHy5EnUqVMH/fr1g0KhyHLZ9L7F93jatGlo06YNAEAikUAQhGxt++NuqI8ePULDhg2hq6uLChUq4MSJE9n+HJmtf8mSJejZsyeMjY2/al2MMZbTSKFAakSE+E/+Uc+T9Ky6dMH7CxfxatNmJD4LRsjyFYgPfADLzh5iGUFLC7ajRqLWsSNwunAOVTZtRKGaNb+4flbdu+Ptnr0IO/APEp8+w5NZs6FISoJ5u7YAAKmhIYq1a4tnvr6IvnoV8YEP8HjqdBSqVg2GlSt98XYBjk1mYq9cROy1y0h5/Qopr17i7aa1UCYlQr9chcwXIkD+PvLDv49a7wSZFiz7DUb5TX+h0p4jKLNoOQwqV/viOhZt3wmRRw/h/YmjSH7xHK+W+YKSk2DaohUAQKJvAJMWrRDqtxzxt24i8fFDvFw0DwYVKkO/bBafo4DLFcliRhYuXIhatWrh5s2bGDJkCAYPHixeHF+5ktbkrWoR2bNnDwBg69atmDJlCmbNmoXAwEDMnj0bkydPxsaNG9XWPWHCBIwYMQKBgYFo0qSJuN6///4boaGhqFu3LpKSklCzZk0cOnQId+/ehaenJ3r06CFuGwAmTpyIuXPnYvLkybh//z62bduGYsWKAUhLsFxcXGBkZISzZ8/i/PnzMDQ0RMuWLZGSkpKtz79hwwasW7cO586dQ2RkJPbu3atWJj4+HqNHj8a1a9dw6tQpSCQStG/fHkqlMtPP6+LighUrVmDo0KHw9PTEnTt3cODAAZQpUwYA0L9/fxw9ehShoaHi8gcPHkRCQgJ++SXrO0JLliyBj48PihcvjtDQULWE53P07NkTrVq1Qrdu3SCXy3Ho0CGsWbMGW7duzVbr0bBhw3Dx4kXs2LEDt2/fRqdOndCyZUsx+bx8+TL69euHYcOGISAgAE2aNMHMmTM/u56fin9mx+nHvL298ffff2Pjxo24ceMGypQpAxcXF0R+1F3kt99+w8KFC3Ht2jXIZDL07dv3s+ucHRKJBCNGjMDz589x/fr1r1rX536Px44di/Xr1wNI6/qZ/jjMLqVSiQ4dOkBbWxuXL1/GypUrMX78eI1yFStWhKGhYab/XF1dv+KTM8ZY7qVnY4Pax4+i5j/74TBrJrQtLDIta1SlCqIuX1ab9v7iRRhVqSL+XmrCeBhVqYyHEyYiwKMzwk+cRMU//4CuTYnPrpsgk8GwfDlEXU7XvZEI0ZevwKhK2s1Pw/LlIdHSQtSlD/VKDA5GUmgoCqWr15fg2GSDRALjhk0h0dVFQuC9zIvp6aHchh0ot3EXSk6eqdEKaTVkBPTLV8DzeT54OKQfos7+B7sZv0PbyvqzqyTIZNArUxZxAemuW4gQG3BdTGj17B0g0dJCbLoyyS9DkBL2BvrlOVnMTK7tI9iqVSsMGTIEADB+/HgsWrQIp0+fRtmyZVG0aFEAH1pEVKZOnYqFCxeiQ4cOANJaLu7fv49Vq1ahV69eYrmRI0eKZQCIz3KZmpqK67O2tsbYsWPFMl5eXjh27Bh27doFR0dHxMbGYsmSJVi2bJm47tKlS6N+/foAgJ07d0KpVGLNmjVi68j69etRuHBh+Pv7o0WLrPtsL168GBMnThTruXLlShw7dkytTMeO6n3o161bh6JFi+L+/fuoVOnD3aOPP+/MmTMxZswYjBgxQpxWu3ZtAEDdunVRtmxZbN68Gd7e3mK9O3XqBENDwyzrbGxsDCMjI0ilUrX98iVWrVqFKlWqYPjw4dizZw+mTZuGmtm4ExcSEoL169cjJCQEVlZWAICxY8fi6NGjWL9+PWbPno0lS5agZcuW4udzcHDAhQsXcPTo0c+q46fin9lxml58fDxWrFiBDRs2iMmJn58fTpw4gbVr12LcuHFi2VmzZqFRo0YA0m4AtG7dGklJSdDV1f2semdHuXLlAKS1Tjs6On7xer7ke6xq4f3SY+jkyZN48OABjh07Jh4Ds2fP1kj+Dh8+nGW3bD09vS/avkpycjKSk5PVpsnl8q9aJ2OMfa3Yu3fxaMo0JD4PhrZZUZQYOACV161BgLsHFBn03tEyK6LxrFtqRCS0ihQBAGhbWKDYz21wrVVrpLwLBwC83rwZJvWcYf7zzwhZ9udn1U/LpDAEmQypkRFq01MiImD8/x5LWkWKQJmSAkVc3Ef1ihDr9SU4NlnTtbVD6YXLIdHWhjIxEc9nTEbyi+cZlk1+GYIXi+YhKfgppPoGKNrxF5RZuAwPB/VBasQ7aBU1h+lPrgjs5QH5/z9P+J6dMKrpCNOfXPFm45rPqpu0kDEEqRTy9+r7Qx71HrolbAAAWiamUKamQBmvHhv5+/eQmZh+1vYKklybLFZJd/dDEARYWFggLCws0/Lx8fF48uQJ+vXrhwEDBojT5XK5RrexWrVqfXL7CoUCs2fPxq5du/Dq1SukpKQgOTlZbNkKDAxEcnIymjVrluHyt27dwuPHjzWe4UpKSlLrqpiR6OhohIaGok6dOuI0mUyGWrVqqXVFffToEaZMmYLLly8jPDxcbNEKCQlRSxbTf96wsDC8fv0603oDaa2Lq1evhre3N96+fYsjR47g33//zbLO35qJiQnWrl0LFxcX1K1bFxMmTPj0QgDu3LkDhUIBBwcHtenJycko8v+TZGBgINq3b68239nZ+bOTxezGPytPnjxBamoq6tWrJ07T0tKCo6MjAgMD1cqm/05YWloCSNufNjY2n1Xv7FAdZ9ntBpqZz/0efwuBgYEoUaKEmCgCafv3YyVLlvyu9ZgzZw6mT5+uNk2V7DPGWE6JOn9B/Dnh0WPE3rmDWocPoUiLnxC2b/9nr8+gTBkIMhlq7FPv/SRoaUMeFQ0gLWmq8fdfH+ZJpRBkMjidPytOe7l2HV6uW//Z2/+WODZZS375Ao+G9YfUwADG9RuhxJiJeOI9IsOEMeHBfSQ8uC/+Hh94F2VXbYJpqzZ4u3kddG1LQZBKUdZvi9pyEi0tKGLTYqNV1BwOKz/0DhSkUghSKSr+fUScFrZzC97t2vqtPypLJ9cmix+PqigIgkb3yvTi/n8Hxc/PTy3JAgCpVKr2e3ZGTZw/fz6WLFmCxYsXo3LlyjAwMMDIkSPFLqSfanWIi4tDzZo1xWcE01O1qHytNm3aoGTJkvDz84OVlRWUSiUqVaqk0c01/efNTmtJz549MWHCBFy8eBEXLlyAnZ0dGjRo8E3qDKTty4+fv8yohefMmTOQSqUIDQ1FfHx8tgZPiYuLg1QqxfXr1zX2+6daRtOTSCSfrGN24/+tpP9OqJK4rL4TX0OVqKYfLfVLfO73+EeqWLEinj/P+I4oADRo0ABHjhzJdP6nTJw4EaNHj1abNn/+1w++wBhj35IiLg6JIc+hVyLjbpGp4RHQMlVvddEqYorUiLTWIKm+Hkgux62u3UFK9efcFQmJAICUd+8Q0LmLOL1I06Yo0qwZHv72mzhNHh2Ttr33USC5HFqm6q1g2kWKICUirXUuNSICEm1tSA0N1VrQtIoUEev1LXBs1JFcjpTQVwCAxMcPoWdfDmZtO+LVMt9PL6xQIPHJI+hYpnUxlejpgRQKPB7uCfroukCZlCh+lkfD+ovTjes1gHG9hgj5/cP4IIrYtNgoYqJBCoVGC6GssInY+pv6PhISLW1IDAzVWhdlJiYaLZLsg1ybLGZFW1sbANQG3yhWrBisrKzw9OlTdOvW7au3cf78ebRt2xbdu3cHkHZR/vDhQ1SokNan2d7eHnp6ejh16hT69++vsXyNGjWwc+dOmJubo1ChQp+1bWNjY1haWuLy5cto2LAhgLQW0uvXr6NGjRoAgIiICAQFBcHPz09M5M6dO/fJdRsZGcHW1hanTp1CkyZNMixTpEgRtGvXDuvXr8fFixfRp0+fz6r/pxQtWlTtWbRHjx5pDFxz4cIFzJs3D//88w/Gjx+PYcOGaTx7mpHq1atDoVAgLCws0wS3fPnyuPzRMwaXLl3SqOPdu3fVpgUEBIjJT3bin9Fx+rHSpUtDW1sb58+fF1u6UlNTcfXq1Rx7N6VSqcTSpUthZ2eH6tWrf7ftZCc+X6J8+fJ48eIFQkNDxRbYj/cv8P27oero6GiM5MqjAzPGchuJnh50ixfHu0OHM5wfe/s2Cjs6InTbh0H+CjvVQezt2wCAuAdBEGQyaJmaIOZmQMYbUSiQ9OKl+Gtq5Hsok5PUpqmQXI64wAcwrlMbkarB6QQBxo61EbpzV9o2AwOhTE1F4TqOiDiV1vNJr2RJ6FpaIub/9foWODZZEyQCBC3t7BWWSKBrWwqx19L+Hic+eQRBKoW0cGEk3LuT8TJKhZicAoA8KgrK5BS1aSoklyPxcRAMq9ZAzMX/X48JAgyr1UTEP2ktu4mPHkKZmgrDajUQc/4MAEDHugS0zS2QEHhfY50sTZ68cjE3N4eenh6OHj2K4sWLQ1dXF8bGxpg+fTqGDx8OY2NjtGzZEsnJybh27Rrev3+vcYf/U+zt7bF7925cuHABJiYm8PX1xdu3b8VkUVdXF+PHj4e3tze0tbVRr149vHv3Dvfu3UO/fv3QrVs3zJ8/H23bthUHfXn+/Dn27NkDb29vFC9ePMvtjxgxAnPnzoW9vT3KlSsHX19ftffkmZiYoEiRIli9ejUsLS0REhKS7a6a06ZNw6BBg2Bubg5XV1fExsbi/Pnz8PLyEsv0798fbm5uUCgUas97fgtNmzbFsmXL4OzsDIVCgfHjx6u1QMXGxqJHjx4YPnw4XF1dUbx4cdSuXRtt2rSBu7t7lut2cHBAt27d0LNnTyxcuBDVq1fHu3fvcOrUKVSpUgWtW7fG8OHDUa9ePSxYsABt27bFsWPHNLqgNm3aFPPnz8emTZvg7OyMLVu24O7du2LylJ34Z3acpmdgYIDBgwdj3LhxMDU1hY2NDX7//XckJCSgX7/Mh+vOjpCQEERGRiIkJAQKhQIBAQEAgDJlyqi1skZERODNmzdISEjA3bt3sXjxYly5cgWHDh3SaJ39lrITHwDYu3cvJk6ciAcPHmSwFk3NmzeHg4MDevXqhfnz5yMmJga/pbtDq/K53VBV8YuLi8O7d+/E91eqzgmMMZYX2I4aicgzZ5D8OhTa5kXT3iuoVOLd//8O2s+YjpSwd3j+xzIAwOvt21HJzw9WPbrj/dlzMHNpAcMKFfBkRlrrTlJICMIOHYb9DB88812E+AdB0DIxgXEdRyQ8fIT32biR/bHXW7bA3mc64u4HIu7uXVh17Qqpnh7C9h8AkNbi93bfftiOGQ15dAzk8XEoNd4bMbduIe7O3U+snWPzJSx6D0gbDTUsDFJ9PRRu3BwGlashbHLa2AolxkxEakQ43mzwAwCYd+mJhAf3kRL6ClIDQxTt2Bna5sUQefQQACDl1Uu8//cEbMb8itdrliPxySPIjAvDsFoNJD17itirmjd5P+Xd3r9QYvREJD4KQsLDQJi1dYdERxfvT6T1ElImxOP98cOwGjAEitgYKBMSYDVoOOLv30VCECeLmcmTyaJMJsPSpUvh4+ODKVOmoEGDBvD390f//v2hr6+P+fPnY9y4cTAwMEDlypW/qIVm0qRJePr0KVxcXKCvrw9PT0+0a9cO0dHRYpnJkydDJpNhypQpeP36NSwtLTFo0CAAgL6+Ps6cOYPx48ejQ4cOiI2NhbW1NZo1a5atlsYxY8YgNDQUvXr1gkQiQd++fdG+fXtx+xKJBDt27MDw4cNRqVIllC1bFkuXLlV7tUNmevXqhaSkJCxatAhjx46FmZmZRhLWvHlzWFpaomLFimrPfn0LCxcuRJ8+fdCgQQNYWVlhyZIlaqNujhgxAgYGBpg9ezYAoHLlypg9ezYGDhwIZ2dnWFtnPUrW+vXrxUF8Xr16BTMzMzg5OYmvBHFycoKfnx+mTp2KKVOmoHnz5pg0aRJmzJghrsPFxQWTJ0+Gt7c3kpKS0LdvX/Ts2RN37qTd/cpO/DM7Tj82d+5cKJVK9OjRA7GxsahVqxaOHTuWrZfRZ2XKlClqrbGqRPf06dNq9WzevDmAtGO2ZMmSaNKkCVavXi2OkAukDXRjZ2ensezXyG58oqOjP/makPQkEgn27t2Lfv36wdHREba2tli6dClatmz5VfVN38p6/fp1bNu2DSVLlsz263AYYyw30C5mjrJzZkNmbIzU9+8RExCA2z17Q/4+CgCgY2EBUn54DCP21m08/PU3lBw6GCWHDUViSAgejB6DhHTjLzyeNh3F+/eD3ehR0DY3hzwqCrG37+D9mbMfbz5bwo+fgMzEBDaDB6W9eD7oIe4N9VIbTObZgoWAUomyC36HRFsbURcu4smcuV8WlP/j2GROZlwYJcb8CpmpKZTx8Uh89hTPJo9D3M206zetosXUYiM1NELxEWMhMzGFIjYOiY+D8HjMULXnG18smotinXvAqv8QyIqYQRETjYQH9xF75eIX1TH6zGnIChVGsR59IDMxRdLTx3g2xVvtlR2vV/8JS1Ki5G8+aSOjXr+KV8sXf1lQCgiBPn4wizGktZ5YW1tj/fr1aiOp5lcbNmzAyJEj1Vpv2QenT59Ghw4d8PTp069OYguy6dOnY+rUqTldjVxHNRAQx0YTxyZzHJvMqWLTfN+BHK5J7nKy3c8AOC4ZUcWm/eXTOVyT3GdvnSYF+jyTJ1sW2fejVCoRHh4uvqT+559/zukqsVzg8OHD+PXXXzlRZIwxxhgrQDhZzCFZjcx55MiRbzr66OcICQmBnZ0dihcvjg0bNqgNyBESEpLl81n379//Lq9xSO/s2bNZviw97qP3CrFvg0fxZIwxxhgreDhZzCGqwTIy8qln8r4nW1tbjVdGqFhZWWVZ72/9bGNGatWqlWUdvlTv3r3Ru3fvb75exhhjjDHG8ipOFnNI+sFD8gqZTJbj9dbT08vxOjDGGGOMMVYQSHK6AowxxhhjjDHGch9OFhljjDHGGGOMaeBkkTHGGGOMMcaYBk4WGWOMMcYYY4xp4GSRMcYYY4wxxpgGThYZY4wxxhhjjGngZJExxhhjjDHGmAZOFhljjDHGGGOMaeBkkTHGGGOMMcaYBk4WGWOMMcYYY4xp4GSRMcYYY4wxxpgGThYZY4wxxhhjjGngZJExxhhjjDHGmAZOFhljjDHGGGOMaeBkkTHGGGOMMcaYBoGIKKcrwRhjBcH06dNzugqMMcYY+0xTp07N6SrkGE4WGWOsAEpOTsacOXMwceJE6Ojo5HR1cg2OS+Y4Npnj2GSOY5M5jk3mODa5ByeLjDFWAMXExMDY2BjR0dEoVKhQTlcn1+C4ZI5jkzmOTeY4Npnj2GSOY5N78DOLjDHGGGOMMcY0cLLIGGOMMcYYY0wDJ4uMMcYYY4wxxjRwssgYYwWQjo4Opk6dygMHfITjkjmOTeY4Npnj2GSOY5M5jk3uwQPcMMYYY4wxxhjTwC2LjDHGGGOMMcY0cLLIGGOMMcYYY0wDJ4uMMcYYY4wxxjRwssgYY4wxxhhjTAMni4wxxhhjjDFRTExMTleB5RKcLDLGGMtzwsPDc7oKudbVq1fF+PCA54xl7Ny5c3j8+HFOVyNX2rdvH0aOHInY2Fg+hzBOFhljjOUt27dvh6enJwICAnK6KrnOpk2bUKdOHSxfvhwAIAhCDteIZYQvwLPve8Rq3bp1aNOmDf7991/Ex8d/8/XnZatXr0aHDh2wdetWvH//HoIg8PFawHGyyBhjLM/YsGED+vbti5YtW8Lc3Dynq5OrrFq1Cv3790f9+vVx4sQJvHjxIqerxNK5cOEC/vvvPwDgC/BsePXqFVJTU795rPbt24cRI0Zg5cqV8PT0hIGBwTdbd163evVqDB06FFu2bIGTkxOmTJkCIuKbTnnE7du3ERUV9c3Xy8kiY4yxPOHJkydYsGCBeJGnq6uLZ8+e4dKlSzldtRzn5+eHoUOH4sCBA/D19cWVK1dw584dANyKlRvs2LED9evXx9y5c3H+/HkAnDBmZevWrXBzc8PevXshl8u/aaxOnTqFYcOG4ZdffsHDhw8xZ84cdO7cGStXrizQvRVWrVqFoUOH4q+//kLXrl3h5OSE69evc5f2PGLr1q2oVq0aRo4c+c1byzlZZIwxlieEh4dDqVSiS5cuuH//PlxcXODm5ob69evD1dUV586dy+kq5ogNGzZg4MCB2L17N1q2bIlatWqhbdu28PHxQXR0NLcK5LCAgADMnTsXAwcOxKtXrzBnzhzxWOWEUdPx48fh7e2NN2/eYMmSJfjnn3++WcKYmpqKc+fOoWTJkoiKikLz5s0REBCAsLAwbNy4EYMHD8bZs2e/0SfJO65evSomiu3atQMAjBw5Es+ePYOfnx8A7tKem125cgWzZs1Cr169cODAAQwePPibJoycLDLGGMsTkpOTYWBggLi4OPTu3RvNmjXD+vXrcevWLbx+/Rq//fYb3rx5k9PV/KEUCgWkUin++ecftGvXDkqlEgDw888/4927d2LrokKhyMlqFmjJyclwdHTEpEmTsHv3bjx79gxz587lhDEDCQkJ8Pf3h5ubG86fPw8DAwPMnj37myWMWlpaqFu3Lh4/foyZM2eiVatW2LhxI/7991/MmzcPlpaWWLduHZKTk7/hp8r9ateujTt37oiJokKhgKWlJQYNGoRDhw5xl/ZcTKFQ4OnTp2jQoAF8fHxw4MAB7Nu3D0OGDPlmCaNAfIZijDGWB7x+/Rr29vbo06cP3r59iwULFqBkyZIAgPfv36N06dKYMGECvL29c7imP5ZSqYREon7vl4hQtWpV2Nvb4++//86hmjEgLQF69+6deKzeu3cPHh4esLOzw/jx49GgQQOxnL6+fk5WNccplUoEBAQgPj4eDRo0QFJSEtq0aYOoqCj8+uuvcHNzg5aW1ldtY8GCBViyZAmKFSuGLl26YMyYMeK8ZcuWYfr06bh//z6KFi36tR8nT1DdcMrI0aNH4e7ujp07d6J169YZnmtYznvz5g3evn2LqlWrAgD+++8/tGnTBu3bt8eff/4JQ0NDAEBKSgq0tbU/e/28xxljjOV6CoUCVlZWmDlzJrZt24aTJ09CJpMBSOtaZmJigoYNGyI2NjaHa/rjfXzxplAoIAgCvL29cfPmTVy4cCGHasYAQF9fX0wU5XI5KlasiL/++gvPnj3DvHnzcOHCBYSHh6NPnz4FPrGXSCSoXr06GjRoACKCrq4uDhw4gMKFC2P27Nk4ePAglEolYmJixO6R2ZG+XWTs2LFo2LAhbty4gVu3buH9+/fivJo1a6Js2bIFqstlVslfy5Yt0aZNG/j4+CAmJoYTxVzKwsJCTBSVSiUaNWqEf/75B3v37sXQoUORmJiIsLAwTJky5Yue8ee9zhhjLNdSdZ9U3flu1aoVOnfujOjoaKxcuRJAWtcyIsK7d+9gYmKSY3X90VSx+biLqSpWzs7OSE5Ohr+//4+uGgPELsEqRASZTAalUokKFSpg9+7dCA4Oho+PD+rXr487d+6gbdu2OVTbnKdK6FRdTQVBgEKhgJ6eHvbv34/ChQtjzpw52LRpE1xdXbFu3TqNGGdEdfPk7du3ePLkCYC0UT87duyIbdu2YdmyZQgICEBoaChmzJgBY2NjFClS5Lt+1txCFZuXL1/ixo0bGZZxc3PDu3fvEBQU9INrxz4lo+NfldA3atQIBw8exP79+9G3b1+0bt0a+/btQ+3atT9/Q8QYY4zlQnK5nIiIrl+/Tj169BCnBwUF0ahRo0gQBHJzcyNPT09q2rQpVa1alVJTU3Oquj+UKjY3btygjh07UmxsrNp8pVJJRETz5s0jQ0NDevz48Q+vY0Gm2j9BQUG0cuVKjfkKhYKIiM6cOUOCIFCdOnUoJSVFbdmCRPWZQ0NDKTIyUm2e6judlJRETZo0IUEQqEqVKmK8VMd6VusNCAggS0tLOnjwoNp8T09PqlSpEmlra1PNmjWpVq1a4npV+yi/UsXm1q1bZGFhQZs3b1abnz6upqamNGbMmB9aP5Y11f579uwZnTlzJtPvwb59+zTOMZ97bHPLImOMsVxH9RzN3bt34erqqvackoODA6ZNmyZ2RY2Pj0elSpVw7do1yGSyfD+YS/rYtGzZEiYmJuIzKSqqbnTVqlVDx44dYWdnlxNVLZBU++fOnTuoU6eOWjdHIK0FTSKRICwsDGPGjEGVKlVw7tw5aGlpQS6XZ/r8WH6litft27fRrFkztVGNKV1rLBEhOTlZfKWDKl6ZdRlNvx9cXFzQoUMHtG7dGkSEkJAQAGmvi9i9ezcOHz6MpUuX4tKlS+J683OXy/SxadGiBTp16oTu3buDiHDv3j0AEFt2AWD//v2YO3duTlaZpZN+/1WoUAH37t3L8HsQHh6OWbNmaZxjPvvY/uKUljHGGPsOVHdMb9++TWZmZjR69GhxuupnlY/vkOb3lsWsYjNkyBB6//69xjKqO84FscXqR0u/f8zNzWnkyJFElHacbt26Ve3u/6NHj8jFxYWSk5OJKP8fuxlRxevOnTtkZmZGXl5eRJR2zEZHR4vllEoljRo1iszMzMTWkazi9fH3ZNSoUeL0OnXq0Nq1azNdPr9/TzKLjUKhIEdHR5o7d26mLU/5PTZ5Qfr9V6xYMfEco1Qq6cqVK2rnmIMHD1Lz5s2z9Z3JCieLjDHGco2sLmRq165NNWvWpISEBLF8Vl3Q8pusYlOrVi1ydHQssLHJDbLaP1WrVqW+ffuKF20fK8iJ4sc3PhQKBbVo0YL8/PzUykdERIjLfByv9Mf6p5KhRo0aUUxMzPf5ULncp86vTZo0KbCxyQuy2n/ly5enCRMmqCX6MTEx4nfja84xnCwyxhjLUao/Zqo/crdv36aiRYuq/SGsWbMmtWzZssBdyGQUG3Nzc45NLvNxC9nHifxPP/2k1lJW0GV10VuzZk1q2rSpxnO4Klm1eqm+LwEBAWRhYaGxXhcXlwL5PUmfTKue3+TY5H7pj/WszjG1a9fO8hzztTcOOVlkjDGWIzZu3EjPnz8nog9/zAIDA6lQoUIF/kJm/vz5dPfuXSL6EJuHDx+SgYFBgY9NbhAUFKQx7caNG2RhYaHWQsb7R5PqAvjOnTtUrFixr7rx0atXL+rZs6f4u1KppHfv3pG5uTkNGTJEbb0FbT/07NmTfvrpJ/F3hUJBUVFRZG5uToMHDxanFcTY5AWqRwrSd/29efMmmZub//BzDCeLjDHGfrjdu3eTtbU1eXt708uXL4ko7Y/ijBkzaNq0aUT0oVWmoF3InD59mipWrEidOnUSkxK5XE7r16+nefPmEVHBjU1uMG/ePBIEgS5cuCBOUyqV1LhxY+rXrx8R8UV4eu7u7rR8+XK1aSEhISQIwldd9CYkJJCvry+Zm5vTiBEjxOnh4eF0+vRpIkr73jg6OhbI/bB//34yMzOjLl26qE2/ceMGEX14frMgxia3mzRpEpmYmNCbN2+IKG1fxcfHU6NGjcjT05OIfuw5hpNFxhhjOWL27NlUvXp1Gjt2LIWEhBARic/cKRQKqlKlSoG9kNm0aRM1atSI3N3dKTAwkIjSXh1AlBabihUrUosWLQpkbHJaYmIidejQgSwsLNQSRtVANaoEhbsGpxk+fDhpa2vTxo0b1aarXtWg6kb3Jd/12NhYWr16NVlZWdHw4cPF6arW+Fq1alHDhg0L7H44fvw4FStWjLp27SpOU8Wmdu3aVL9+/QIbm9zM39+fGjVqRBUqVKDQ0FAiSjvvPHnyhIjSzjG1a9f+YecYThYZY4z9UKqkh4ho6tSp5OTkRGPHjqVXr14RUdrFzLJly6hbt24F7jkvVcJBRLR8+XJq1qwZubu706NHj4goLTa7d+8mT0/PAheb3EDVJUypVJKHhwdZW1vTpUuX1Mp06dKFatWqxRfh9KHL6eTJk0kqldLmzZvVjnGFQkE2NjaffdGbvmve8ePHacyYMSQIAv3666/i9MjISPrrr78K3H5IH5tTp06Rj48PCYJAAwYMUCt3+vTpAhebvOTKlSvk6upK5cuXp7CwMCL6sG87d+5Mzs7OP2z/CURE3+i1H4wxxliWiEh8H9Ty5cvx5MkTbNmyBXFxcRg6dChGjBgBa2trxMfHQyaTQUdHJ4dr/OOkj83ChQtx584dnDt3Ds+ePUOHDh0wa9YsODg4IDExEVKpFNra2jlc44JFqVSK7yfbvHkzYmJi4OXlhdKlS2PTpk1wdnYGACQlJUGhUMDAwCAnq5vjVO+CA4CQkBCMGzcOR48exapVq9C5c2ex3Lx58zBo0CAYGxt/9jbGjRuHU6dOoUqVKrh8+TKePXuGQYMGYfHixQAAuVwOmUz2TT5PXuPt7Y39+/ejVatWuH79Oi5dugR3d3ds27YNgPr5huUO6c8xu3fvxu3btzFz5kxUr14dR44cgbm5OZKTk/Hw4UOUKlXqh51jOFlkjDH2w82aNQvz58/H+vXrUahQIfz99984efIk2rZtixEjRqB48eI5XcUfKv2F24IFC+Dj44OdO3eiePHi2L9/P/bv34+SJUti1qxZKFu2LF/o5aBff/0V69atw9SpU/HixQv4+/vj6dOn2Lt3r5gwsg+8vb1x6tQplCxZElevXkVYWBj8/PzQvXv3z345ePrj/ujRo+jcuTMOHTqEevXq4e3bt9i8eTPmzJmDnj17YtGiRQDUk9aC4uzZs/j555+xb98+NGrUCPHx8Thy5AgGDBiAVq1aYevWrQDUkxOWe4wZMwb79+9H9+7dERQUhIsXL0JfXx///vsvLCwsfvxNkB/SfskYY6zAOnfunPizUqmk2NhYcnZ2pjlz5qiVmzJlCpmbm5O3tze9fv36R1czR/zzzz9qvyclJVGrVq3I29tbbfrq1aupVKlS5OHhIT63wr6/j7v6hoSEkJ2dHW3btk2cFh4eTq1btyZLS0u6ePHij65irrZr1y4yNDSky5cvU3x8PL1+/ZpGjx5NMpmMNm3alO31eHh4UGRkpNq0NWvWkL29vdq7K9+9e0e//vorCYJAU6dO/VYfI1dr06YN3blzR23a/v37ydraWq2bYlJSEq1Zs4YEQaBhw4b96GqybLp16xYVL16cjh8/Lk47fvw4OTs7U8WKFcUuqT/y3ax8O4Exxth3M3HiRKxfvx70/04sgiBAW1sbOjo6iI2NBZDWVQwApk+fDkdHR2zZsgVTp05FWFhYjtX7R/D19YWfnx+USqUYHx0dHRgYGCA0NFSt7IABA9CkSRMcOnQIAwYMQHBwcA7UuGCpW7cu1q9frzYtKSkJUVFRsLGxAZDWMlOkSBEsX74cOjo68PT0xJkzZ3Kiujlu4sSJeP36tdq08PBwVKpUCbVq1YK+vj4sLS0xf/589O/fH4MHD8bu3bs/ud4XL15AS0tLo8td2bJlkZCQgAsXLojTzMzM0K5dOxgaGsLHxwcLFy78Nh8ul0pNTYWtrS0cHBzUpleoUAEJCQk4cuSIOE1HRwf169dH0aJF8eeff2Ly5Mk/urrsI/Xq1cOBAwfUpsXGxiIiIgJWVlbitCZNmmDs2LF4+vQp2rRpg9DQ0B/assjJImOMse/ml19+wcqVKyEIAh49egQA0NbWRsmSJbFnzx5ERUVBJpNBqVQCAEqXLg0TExNoaWmhaNGiOVn1765Dhw7Ys2cPJBIJbt++LU63t7fH2bNncevWLbXy9vb2qF69OpycnMRkhX0/v/32GwYNGgQASExMBJC2D0qXLo3ly5cDgNiFr2jRoihdujSePHmC33//PWcqnIOePn0Kf39/mJubq03X0tLC7du3ERUVBSCtS6hEIkGHDh2QkJAADw8PtYQmIyVKlMCWLVugra2N5cuX482bNwAAS0tL2NnZYePGjWrfFSMjI7Rq1QoHDhzAyJEjv+nnzG20tLSwdOlSaGtrY/HixWLibGZmBhcXF2zatAnHjx8XyxsZGaFFixb477//MG3atByqNQPSbjx1794dLi4uatPLli2LcuXK4ciRI1AoFAAAmUyGn376CWXLlsWtW7cwatSoH1vZH9aGyRhjrMDatWsXVatWjfbs2UNEaUPeOzg4UP369enVq1cUFxdHSqWS3N3d6a+//hKHd1f9n58dPXqUihYtSqtWrRKnOTo6Urly5ejcuXMUFhZGSUlJ1K5dO1qyZIkYE9VIk+z7mjFjBg0bNkx855mfnx/VqlWLJkyYIJZJSkqiTp06UUBAQIHbLx9/3l27dtHDhw+JiOjNmzdUt25d+uWXX8RXABARBQQEkJeXF/n5+WW7O11kZCSVLVuWSpYsKe6LvXv3Uvny5aljx460YsUKunDhArVo0YLat28vfk/Sjw6aX8nlcmrYsCEVKVKELl++TERp3f9/+uknqlevHk2bNo327dtHzZo1oyZNmoix+ZFdGVnmZsyYQStWrCCitHNJnz59qF69erRr1y6xzLt376hDhw507NixH36O4QFuGGOMfXf+/v7w9fVFQkICvLy80LZtWwQGBsLd3R2xsbGwtLREUlISEhMTcf/+fbG1sSAMvnDv3j38+eefOHPmDLy8vDBw4ECkpKSgWbNmePnyJQRBgL6+PlJSUsTYEA9w88OsXbsWAwYMwIQJEzB58mQoFAr4+vpi165dMDQ0RKNGjeDv74/ExETcvHkTUqm0wBy76SmVSkRERKBYsWJwc3PDsmXLYGNjgw0bNmD9+vXQ1dXFjBkzQESYPn06dHV1sWfPHgDZH7X04cOH6NevH16/fo0LFy6gWLFiOHz4MLZt24bDhw/DwsIChQsXxn///QctLa0C9T1JTk5G586dceHCBRw4cAB16tTB1atXsXfvXqxfv16MzfHjx6GlpVUgj9HcSC6XY+LEiVi4cCHWrl2LPn364P379+jWrRsiIiJQrlw51K1bVxzF9vTp05BIJD904CZOFhljjP0QFy5cwIIFCxAZGYmxY8fCzc0NALB48WLExcWBiDBx4kTIZLICN4JhUFAQli1bhhMnTmDMmDEYMGAAgLTh09+9eweFQoFBgwYVyNjkJFWysW3bNnTv3h1jx47FzJkzoVAocOHCBaxevRrJyckoXLgw/Pz8CvRFuCpWt2/fRqNGjdCwYUOsWrUKFhYW+Ouvv7B27VocP35c7Gp+/vx5aGlpffZ2Hj16hJ49eyIsLExMGBMSEhATE4O4uDiUKlUKEomkQL42Izk5GZ06dcLly5fFhBEA4uLikJCQgKJFi0IQhAIZm9wsPj4evr6+mDp1KlatWoUBAwYgOjoay5cvx7///ouYmBhYWVlh165dOXKO4WSRMcbYd5X+7v758+excOFCREZGYuTIkWjXrp1G+YKaDD148AB//vknTpw4gdGjR8PT01OjTEGNTU5Jf+xu3boVPXr0wNixYzF58mQYGRkBUH/9QEG/CFcdn3fu3EHdunXRtGlTrFy5EpaWlgCAmzdvQl9fH/b29l+V0KkSxvDwcJw/f17jWcmCmrADHxLGq1evYv/+/XB0dFSbX5Bjk5slJCRg/vz5mD59upgwqs4/0dHR4ntIc+Icw8kiY4yx7+7jhNHX1xfR0dHw9PSEh4dHDtcu93jw4AGWL1+OU6dOYdCgQfDy8srpKhV4GSWMEyZMwPDhw2FhYZFhuYLs44SxefPmWLhwIUqVKqVW7muTlkePHqFPnz64ffs2nj9/DhMTk6+ter6h6pK6f/9+3L17FxUqVMjpKhV42TneVQmjj48P1qxZgz59+qjNz6lzDN9aYIwx9t0JgiC+HqJevXoYM2YM5HI5zp49m8M1y13KlSuHoUOHokaNGrh48SL4fu739fPPP6u9eiEj6Y/dbt26YcuWLZg7dy727dunUS6/27Nnj/iqm8xIpVIoFApUrlwZFy9ehL+/P/r27avxOpivbd2yt7eHn58funTpgkKFCn3VuvIbHR0dbN++HePGjUPZsmVzujoFWocOHfDs2bNsHe/6+voYN24cpk6din79+uHw4cNq83PqHMMti4wxxn6Y9HdG79y5g4oVK3KXqAyEhISgePHikEgk3GL1nfTu3Rvnzp3DvXv3oKOjAyDrbr7p98Px48fRtGnTAtXl1NnZGUlJSbh27RokEsknj0lVLG/cuIHx48fj2LFjGX7XKd07WL/mWM+PXbQ5Nnlbp06dEBgYiOvXr4vnmOzsx7i4OOzatQs9e/bMFecY/gvNGGPsm8jOvcf0rTSVK1eGRCIR37GYn33ufVkbGxsxNpwofnvR0dG4desWxo8fDx0dHSxatAhhYWFZXlCnP3ZbtGgBmUz2yVa2/GL//v0IDw/HxYsXIZVKERwc/MllpFIp5HI5atSogRMnTmT6XRcEQTzGVf9/yTkhPyZDGcVG9e69z5EfY5PbvX79Gnfv3sWMGTOgo6ODv/76C2FhYdk6nxsaGqJv37655hzDLYuMMca+SFxcHN6/f4+IiAhYWlqiWLFiOV2lXCMyMhJhYWF4/vw57OzsYG9vL14kcEth7uDl5YUDBw6gYcOG2LNnD27evAkHB4ecrlaudOPGDdSrVw+bNm3CjRs3cOjQIVy8eBEGBgZftd5bt27hxo0bOH78OKysrNCoUSO4urpCS0urwLeGXb16FRcuXMDBgwdRrFgx1KlTB56entDR0VEb5CT9+YTPLblHREQE+vTpIw6EdfnyZfz333+wtrbO4Zp9Pk4WGWOMfbZ//vkHW7Zsgb+/P5KTk0FE+PXXX+Hh4QE7OzuxXEG84Nu3bx/Wr1+Py5cvIykpCTExMRg0aBD69OmD2rVrA0i7qFMqlWqx4Qu9H0MV55cvX6Jhw4YICQnBhg0b0L17d/F4/XgwioI8yqlSqURiYiIWLVqEBQsWQKFQ4MGDB7C2thbjlD5e2R24ZuvWrViwYAEMDQ0hk8kQFBQEIkLz5s3h5+cHXV1dKBQKCIKgsb78/l3ZvHkz5s2bB2traxgbGyMwMBBv375F2bJlcezYMejr60OhUGTYHTi/xyYvOXbsGAYMGIC3b99iy5Yt6NSpk7h/Pv6e5OZRanNnrRhjjOVaqpeUOzg4YPny5di+fTu6du2KiRMnwsfHB48fPxbLqpKha9euITU1Naeq/MOsWbMGAwYMQJ06dbBx40acPXsW06dPx8aNGzF58mRcvHgRQFqXMlVsjh07hqioKL7A+0FUcb506RIMDAzQpEkT+Pj4iF0sVRdtUVFR8PHxgUKhKLCJoiohMTAwQHJyMmJiYqCnp4dz584BgPhycFW8wsLCstW1fPXq1fD09ISXlxe2b9+O06dP4+7du/Dw8IC/vz969uyJlJQUSKVS8QJ6zpw5WLlyJYD8PZjQqlWr4OnpCW9vb2zevBm7du3CxYsX8dtvv+HJkydo3LgxkpKSIJVKxThMmjQJkydPBpC/Y5NXqLoKP3nyBBEREahYsSIOHz6M27dvi/tH9Z3Ztm0bEhMTc22iCAAgxhhjLJvWrFlDMpmMdu/eTQqFQm3eH3/8QYIgkLe3NymVSnG+n58fCYJAL168ICIipVL5w+v9I6his2fPHo15W7dupUKFClHnzp3p/fv34vTdu3eTjo4OXbx4kYjyb2xyg3///Vf8ec6cOTRu3DgKDQ2lu3fvkru7O5UuXVrcDwqFgg4dOkSFChWi8ePH51SVc1RsbKz4844dO2j8+PF06tQpGj9+PFlZWdH69evF+YmJiTR69GiytLSk0NDQLNe7ceNGEgSBTpw4IU5THfexsbE0fvx4srCwoD///FOcFxoaSs2bN6du3bqplc9vNm3aRIIgqB2rqs+alJREK1eupGLFitHYsWPF6VFRUTRw4EBq0aIFxcfH50i9WZorV66IP69cuZK2bNlCr1+/pl27dlHdunWpW7dudPv2bSJK26++vr5kbm5O69aty6kqZwsni4wxxrJlx44dJAgCbdy4UZyWPikkIpoyZQpJpVK6e/eu2rKOjo40bty4H1bXH+3AgQMkCAL5+vqK05RKJcnlcvH3FStWkCAI5O/vr7ZsixYtqEuXLj+srgVRWFgYFStWjBo2bEjDhw8nXV1dunfvnjj/ypUr1KlTJypdujRdunSJiIiio6Np7969avuwoPj333+paNGilJSURKNGjaKKFSvSy5cviYjo4cOHNGrUKLK2tqYNGzaIy2zZsoUGDhyYZbyCgoLIxsaGGjVqJE5TnT9U/8fFxVHVqlWpZcuWasuePn2aChcuTMHBwd/qY+YqL168oJo1a5KDgwOlpKQQEYmxVCWGCQkJ1Lp1a6pRo4basjdv3iRLS0sKDAz8sZVmoqCgICpXrhx5enrSyJEjSRAECgoKEudv3LiR6tWrR926daM7d+4QUdrNkdmzZ+f6cwwni4wxxrJl3759JAgCTZ06ld6+fas2T5U0Pnr0iIoWLSpeRKouerZv3652YZnfnDx5kkxNTWnIkCEUEBAgTlcqlWJskpKSyN7enmbOnElERMnJyUSUlqgsX748R+pdkDx8+JD09fXJwMCAbty4QUQf9gFR2n7w8PAgBwcHOn36tNqyuf1i7lsLDg6mRo0aUdGiRcnY2JgeP36sNv/x48c0atQoKl68uFoLo0pm8ZLL5TRjxgxq2LAhDRo0SGxlVyWKqvPFwoULqWTJkhQZGUmpqani8ulbI/MbpVJJW7ZsocaNG5OLiwuFhYUR0YdYquKwY8cOKlSoEL169UotNufOnfvxlWaiuLg48vPzoyJFipChoaHYgpiUlCSW2bhxI9WvX5969OhBly9fVls+N59jcnEHWcYYY7kBpd1YRNu2bbFz5074+Pjg999/R3h4uFo5iUSCokWLIj4+XnxmQ0tLCwDg5uaGXr16ievLT4gIzZo1w7Zt23Dw4EEsXrwYd+7cAQC151NSUlIQHR0NXV1dAIC2tjYAoFq1ahg8eLC4LvZ9JCQkQFdXF4aGhvD29oZcLoe2trY4NH3t2rUxbtw4WFtbY8WKFQA+7I+CNkhTyZIl4ejoiPDwcOjr68PU1BQAxFiVLl0aQ4cOxS+//IJ+/frh4MGDastnFi+pVIqJEyfC1dUVAQEB+PXXXxEdHS0++6ilpQUiwr1791CtWjWYmJioPS/avHlzAF/2ao3cTC6XQxAEdO3aFYMGDUJ8fDx69OiB8PBwSKVS8blZpVKJa9euwcnJCVZWVpDJZOIxWq9ePQD5LzZ5ARHBwMAAFhYWEAQBFhYW4jlER0cHKSkpAICePXvC09MTly5dwpEjR8RlgVx+jsmpLJUxxljup1AoNO54qrqjjh07lt69eydOVyqVdOrUKapXr55GN9T8TNV6SER05MgRsrGxod69e4t3llVlLl68SA0bNhSfi2Pf18fP1BIRRURE0J07d8jGxoaaNGmS4d384ODgDJfN7z5+DjAgIICOHz9OzZo1oxIlSlBISAgRqbfGhoSE0KJFi7JsFXn48CFduHCB7ty5QxEREUSU1ooyZ84ccnJyosGDB6s9x/vq1StycXFR69KdX6niQaTe5XTHjh1Uv359atmypdjCSJTWndrV1ZV8fHx+eF2Zpo/PE2/fvqWHDx/SqlWrqEqVKtSvXz9xXvrv18mTJ3N1S+LHOFlkjDGWof3791OvXr2oYcOGNHbsWLU/jDt37iRBEGjMmDFil9TU1FRyc3MjDw+PfH+xffbsWbWueZkljKouqUqlklq3bk3t2rXL97HJDdLH+OjRo7R161a15P3y5ctkY2NDzZs3p8TERCIi6tu3L61cuTLDdeR36T/r27dv1QapefbsGTVs2JBKlChBr169EqcvX75cLcnL6OJ3w4YNVKZMGSpVqhSZmprSiBEj6Pnz52L5uXPnkpOTEw0aNEgcnKVVq1ZUr169PHUx/SV27txJrVu3VnuGOaOE0cXFhaKiooiIyNXVlZycnMTup/l1oJ+8IP135ty5c3Tp0iV6+vQpERG9f/+eli5dSlWqVCFPT0+x3MiRI+nMmTPi73nlGOdkkTHGmIZ169aRiYkJeXl5kZeXFxkbG6vdJSX6kDCOHz+e3r17R61bt6ZKlSqJFzL59WJ7+/btJAgC1ahRQ22wjYwSxn79+tHt27fJzc2NKlSoID6TlV9jk9t4e3uToaEhlSlThgRBoLlz54qt4ZcvXyZbW1sqWbIkOTk5UenSpdWeASuIfvvtN6pRowYVK1aMJk+eTK9fvyYioufPn1OjRo3IwsKCduzYQU2bNqVatWpleRzv3LmTjI2NafPmzfT8+XNavXo1lShRQu25Q1XCWLduXRo6dCg1bdqUypYtqzHAS35z8OBBMjQ0JEtLS+rSpUuGCYQqYWzQoAG1atWKGjVqVCBik9d4e3tT4cKFycbGhkxMTOjgwYNElDZA1h9//EGVKlWiunXrUsuWLcnKyipPnmM4WWSMMabmv//+I1tbW9qyZYs47dChQ1S8eHEKDAwkuVwuJkU7d+4kmUxGenp6VKlSpXx/IXPr1i2qXr06jRs3jqpVq0bVq1enZ8+eifM/Thjt7OxIV1eXKlasKMYmL14s5BXpk5erV69SnTp16MKFCxQfH09LliwhQ0NDmjJliti1782bNzR+/Hjy8fER90t+PXYzkj5efn5+ZG1tTStXrqQ5c+aQnp4e9ejRgx4+fEhEaV0g3d3dqVKlSuTq6prljY/g4GBq2rQpzZ8/X216q1atqHfv3kT0Ic5yuZx+//13Mjc3p6pVq+b770lkZCR5eHjQqFGjaNeuXeTk5ETu7u5qCWP6lsOdO3dS2bJlC0Rs8oL0x/uNGzeoTJkydOHCBTp//jyNHDmSZDKZ+LczNjaW9u3bR71796b+/fvn2b+PBfMts4wxxjKkVCpx5swZVKpUCe3atROnOzg4IDU1FXK5HFKpVBz0xsPDA0qlEosXL8bZs2ehpaUFuVyeb19iHhYWhgYNGqBfv34YN24cmjdvjg4dOmDPnj2wtbWFIAhibFq2bImlS5dizZo12L17N2QyWb6OTU66e/cuKlWqJL7YesGCBQgJCUGtWrXg7OwMABg+fDgkEgl+/fVXAMCgQYNgaWmJuXPniuspKPtHqVRCIpGI8bp8+TJCQ0Ph6+sLDw8PAICzszM6duwIIsKUKVNgb2+Pv/76C8HBwShZsiQEQcg0XomJibCwsECTJk0ApL2kXCqVwt7eHq9evQIA8TwilUoxatQoFC9eHB4eHpBKpfl6P5iYmKBv376QSqVo3rw5jI2NMXXqVPzxxx8AgAYNGkAmk4kxc3d3h4mJCZo2bZrvY5ObJScnQ0dHR+0ck5ycjK5du4rnmNq1a0NXVxe9e/eGRCJBly5d0LZtW7Rt21ZcT57cfzmZqTLGGMt9Hj9+rNaqKJfLKT4+nkqVKkXXrl0Tp3/8jkWi/H/HOzExkR48eCD+/vr1a6patSpVq1ZNfF6FiCg+Pl5tIBCi/B+bnNK5c2caMWKE2rThw4eTIAjk5OREkZGRavOWLVtGhQsXplGjRqkN0FRQ9O/fX3w1iEKhoHv37pEgCCQIgtozm0RE/v7+ZGZmRr169VJ75lO1bFZu3bol/qxqSVmyZAn16NFDrZyq5fLjsvnZx7E7evSo2MJ49uxZIiIKDw8Xf1YpCLHJjZo2bUpTp04Vf09ISKAOHTqQIAjUrVs3Ivrw/GhKSgpNmDCBdHR0aO3atWrryavPmHKyyBhjTJTZHzOlUkm2trZqzxvNmzdPrQtmfvdxbFQXfKGhoVSlShWqVq0aBQcHU1hYGPXv35/27NmT4XLs2woKChITc9WInUREs2bNIkEQ6I8//qC4uDi1ZebOnUs//fRTgds3CQkJ1K9fP40upPv37yeJREJdu3ZVG9yGiOjMmTMkCEK2R+D8OKbpf/fx8aGffvpJnN6+fXvy8vL64s+T1308EJOTkxN5eHjQ/v37qUGDBuTs7ExEfA7JaZcuXRLfl6hK2ENDQ2nIkCGkq6srDlKk2k+pqak0ePBgatCgQc5U+BvjZJExxliWlEolJSYmkq2trfgiYRcXF7KwsOA73f/35s0bqlatmtjKaGdnxy2JP0D6i+jly5dT48aN6b///hOnTZgwgWQyGa1YsUIcbfPjZQvKhfjHrVlr166l7du3i4n2X3/9RYIg0OjRo9Ve10BEdPPmzW/yXZ8yZQq5uroSUdrzi3Z2dmLiWlClP/6OHz9OtWvXJqlUSlWqVCnwsclt5s6dS+7u7uIIyu/evaPu3buTgYEBnTt3jog+7M/0z/bndZKc7gbLGGMsd1MoFEhOToaenh4EQUDHjh0REhKCkJAQSKVSfgk0gGLFimHTpk24ffs29PX1ERQUJD53xL4fQRDEnx0dHfHixQssWbIEZ8+eBQDMmTMHY8eOxfDhw7FlyxbExcWpLUtEauvIz1TPWhERUlNTsWzZMsyfPx+HDx9GSkoK3N3dsWPHDixatAhz585FeHi4uGy1atXE5+W+BP3/xeMWFhYwNjZGmzZt8PDhQwQFBYnPORdUquMQABo3boy4uDjUrl0b169fL/CxyW2qVKmCAwcOwMvLC0lJSTAzM8OiRYvQrl07tGzZEhcvXhT3p1QqVdu3eVkee8KSMcbYjyaTyWBgYAClUokmTZrAysoK9+7dy/eD2XyOyMhI9OvXD+XLl8d///3Hg9n8YEqlEjVr1sSePXvg4eGBhQsXAkgbLGTOnDmQSCQYNGgQzM3N1QZuKiiJ4se0tLTw33//oUOHDpgzZw6ICK1btxYHt+nWrRuio6OxYMECFC5cWFzu4+NZlWynT7ozSsBVv8fFxWHnzp2oVq0a7t+/n6/PIdmNDZAWn5SUFLi4uOD9+/e4ffs2n0NyIVdXVxw5cgQ///wzlEol/vzzT5iZmWHx4sWQSqWoV68ebt26hcqVK4vL5IdzDLcsMsZYAZRVa2BG8xITExETEwM7O7t8f5H3ubEBgMePH6NcuXIICAjgi7wcIJFIoFQqUaVKFezcuRMPHjzAwoULxRbGWbNmYfny5XBzc8vhmuY8QRCgUChgZGSEvXv3wsDAAHPnzsWhQ4eQkpICDw8PrFmzBg8ePICxsXGm61EqleKFcEREBGJiYpCcnAxBEDL9ntjZ2cHNzQ1XrlzJ9+eQz42NtrY2fH19ERISwueQXKxp06bYt28fdu7ciaFDh4otjPPnz8e0adNQvnz5nK7iNydQfmgfZYwxlm2qYfMB4MCBA3j27BkMDQ1RuXJlODo6apRX3Q2/c+cOypcvn68vZD43NiqqYe6BPDo0ej6h2n+3bt1C586dUb58eQwZMgTNmzcXy/D+SaM6ZuPi4vDzzz8jISEBEyZMgKurK3R0dMRy6b8TKulbyObOnYvDhw8jPj4eurq68PPzQ4UKFTLdrmrZ/LofvjQ26eOcX2OTn5w8eRLt27dH586dsXTpUujp6Ynz8tv+42SRMcYKKG9vb2zbtg01a9ZEdHQ03rx5A29vb/Tt2zfL5dInRvnVl8aG5TzVRfft27fRuHFjeHp6qr1LkX2QPmFs3749njx5gg0bNqBhw4bZep5z8uTJWLVqFZYuXQo7Ozv07t0bqampuHDhAszNzdXKZqc7Zn7yObFhedOpU6fw008/YdasWZg4cWJOV+e74W6ojDFWAO3YsQPbtm3D7t27sX//fnTu3BnBwcEwNDT85LL5PVH8mtiwnJe+S+qVK1cwa9asnK5SriWVSqFQKGBoaIi///4bbm5uqFevHoBPP2v16tUrnDx5Eps2bULnzp0RFhaGN2/eYMyYMWrJkKrbZfr15fdE8XNjw/KmZs2a4erVqxg3blxOV+W74mSRMcYKANVFiaozycOHD9GoUSM4OTnh77//hre3N5YsWQIPDw/Ex8fj/v37OVndH4pjk3tl1PkpOx2iJBIJiAhlypQRE6KCKDuxUo1yWqhQISxdujTTeKVPbBITE6FUKsXvytGjR9G1a1fMmTMHgwcPRnx8PHx9fZGQkKDRhTU/4tjkXen33cd/C7KjZs2a4qMZ+RUfpYwxVgCoLkqOHz+O2NhYSCQSlC5dGidOnEDv3r0xf/58DBw4EESE/fv34/Dhw2qvGcjPODa5V1JSEsLDw/Hs2TOEhoYCyH6rVPpy+b01PL30F7rZHbr/4+erMoqX6nsyZcoUzJo1C0WKFEHdunXh7e2NTp06YdGiRRg0aBAA4OXLlzh27BguXrz4NR8lz+DY5F1EhOTkZLx//x4pKSkAkOVARJnJT88ofiz/fjLGGGNqgyb8+uuvWLlyJe7du4dSpUqhe/fukEgkWLt2LXr16gUAiI+Px4YNG1ClSpV83+2SY5O7HT58GFu2bMHp06cRFRUFMzMzjB07Fl5eXmotMgXhGdrsuHLlCq5cuYK9e/eiRIkSqFq1KkaNGvXVXT7Tf0/279+PrVu3YseOHZBKpbC2tha/I/379wcAJCQkYPTo0ZBIJGjSpMlXf67cjGOTt504cQJ79+7F4cOHERMTg7p166Jbt27o0qWL2J09/f9AwXje9mM8wA1jjBUAoaGhWLJkCZo2bYoWLVoASLsLPnfuXOzcuRPlypWDUqnE6NGjER4ejsuXL+frO6XpcWxyn3Xr1mHSpEno3bs3qlatCkEQcODAAWzbtg1eXl6YM2cO9PX11S7cHj9+jDJlymQ4emd+t3nzZvz++++wsLCAnp4eXr9+jZs3b6JNmzZYunQpbGxsAHzdhe4///yD//77D4UKFcKUKVMAAFFRUejUqRMiIyNRtmxZ2NnZ4ezZs4iKihJfKl8Q9gfHJu9Zv349pk6dig4dOsDGxgZEhB07duDu3buYMWMGxo4dC0D9hsDbt29RrFixgpcwEmOMsXxt586dJAgC2dnZ0ZUrV8Tp4eHh5OXlRUZGRmRubk41a9akxo0bU0pKChERyeXynKryD8OxyX1WrVpFMpmMdu7cSQqFQpweERFBvr6+JJVKycfHR22Z9evXkyAIFBwc/KOrm+NWrlxJurq6tGnTJnr9+jUREb19+5a2bt1KZmZm1KpVK0pNTSUiIqVSSUREI0eOpOXLl2e5XlVZhUJBkZGRZGNjQ4IgUPfu3dXKRURE0Jw5c6hVq1bk7u5O3t7e4vZU/+c3HJu8beXKlaStrU3btm2j5ORkcfqtW7eoT58+JJVKafXq1WrL/PHHH2RjY0OvXr360dXNcZwsMsZYPpP+ApuI6MWLF9SjRw+SSCT0zz//ENGHix0iouvXr9OZM2foxo0b4rL59UKGY5O7HThwgARBoBMnThBR2v5Kvz9iYmJo7NixpKOjQ1evXhWnh4SEkJub2ycToPxm7dq1pKWlRYcPH9aYl5KSQn/99Rdpa2uTt7e32vQhQ4ZQqVKlsnXhGxUVRUREwcHB5OzsTGXLlqVDhw59crmCcEOFY5P37N27lwRBoFOnThGR5r64d+8etWzZkqpXr65282n37t3UpEkTunnz5o+sbq7Abd+MMZbPqLrMHD58GO/fv0fx4sUxZ84ctG3bFj179sSdO3fEl2IDQI0aNdCgQQNUr15dfD4jv3az5NjkXkqlEjExMQCA8+fPA4BGFz0jIyO4u7tDS0sLb9++FaeXKFEC1apVg66u7o+rcA4LDw/HggULULJkSbi6ugJQH9lRS0sLzZs3R8eOHXH06FEkJCSI00eMGIFy5cohNjY2y21s3LgRQ4YMwdOnT1GyZEls3boVenp6WLx4MU6fPi2Wy2j01Pz+HCnHJu9JSEjAf//9B3Nzczx58gRA2r5I/72pUKEC+vTpg1u3biEyMlKc3rFjRxQqVEht3xYYOZ2tMsYY+/aCg4NJEATq3bs3vX//noiIXr9+TW3atKEiRYrQ3bt3iahg3uHm2OReycnJtHnzZtLW1qZx48aJ05VKpdjCmJiYSPr6+rRlyxZxHpFmq3F+J5fLyd/fn0qUKEGurq7idFUcVHHx8/MjAwMDevPmjVorraolPSuzZs2imjVr0pAhQ+jp06dERPT48WOqWrUqtWjRgk6fPv0NP1HewrHJm548eUITJkygsmXLkq+vrzhdoVCI353nz5+TtrY2HT9+XJxXkHGyyBhj+dSJEyfIwMCA+vXrp5YU/fzzz2Rubl4gu9OocGxyl/Rde1NTU2nTpk0aCaPqgu3IkSPk6OhIDx48EOelT4LS/5zfZPTZzp49S1ZWVhkmjKmpqeTt7Z3hvI/XmdkF8eLFi6lOnTo0cOBAtaSoRo0aVL16dbp+/frXfag8gGOT96W/+ffs2TPy9vbWSBhVZXbs2EFOTk7iM8BE6sdAfj7HZISTRcYYy4dUf8xOnjxJOjo6aklRaGgo1a1bV+0CsiDh2OQeFy5coOjoaCLKXsKYmJhIbm5u1K1btwJ3wUaU9swmkWbyklHCSJQ2UFPLli1p2rRp2d7G2bNnKTw8XG2ar68vOTk54Xv6aQAATqxJREFU0aBBg+j58+dERPTgwQPq1atXgWp14djkPffv3xefLU2/P549e0bjxo3TSBhjYmKodevWNGDAgAJ5jskIJ4uMMZaHpf9jNnv2bBo3bpx4d1Q178SJE6StrU1Dhw4VL3TCw8Pz/YUMxyZ32759OwmCQC4uLmKynlnCOHHiRCIiat26NVWuXFksV5D207Zt26hq1aoUEBBARNlLGFu1akVOTk4ao6Fm5uTJk2RnZ0eTJ0+myMhItXkzZswgY2NjGjp0KD18+FBtXkHYDxybvGfLli1UrFgxmjx5sniO+ThhVLUwLl26lIiI3NzcqFq1atn+zhQEnCwyxlg+kJCQQGvWrCFBEGjGjBliUqT6w/jrr7+KQ7vHxsaKyxWECxmOTe5z7tw5qlSpEnXo0IEaNGhAbm5uWSaM+vr6pKurS+XKlSuQry85cuQIFS5cmEqXLk3Ozs6fTBjd3NzIzc2NypYtm2W8MjrGR48eTY6OjjRt2jSKiIgQpyckJFDp0qWpePHiNG/ePCLK3xfSHJu87d9//6XSpUtTzZo1ycnJiXx8fLJMGCtUqEDm5ubk4OBQIM8xWeEh3RhjLA86ceIEihQpgho1amDChAkwNzfH6NGjIZPJ0LdvXygUCkyaNEkcdc/U1BRt27bFq1evoK+vL64nP74QmmOT+wUFBaFcuXLw8fFBQEAA/vjjD/To0QObN29G4cKFIZfLIZPJIJPJ0KVLF6SkpODAgQPYvXs3tLS0xPkFQXh4OPz8/NCzZ080bNgQGzZswIABA+Dn54eqVatCqVRCEAQIgoD69etj165daNu2LUxNTXHv3r1M45X+ZeMrV66EkZERunXrhoULF8Lb2xsHDhwAAIwcORLGxsYIDQ1Fo0aN4OjoiAEDBgBAvn0xOccmb1MoFLh9+zYcHR0xd+5cLF26FPv37wcAeHl5oXDhwlAoFJBKpbC1tcXgwYMRHR2N58+f48CBAwXuHPNJOZ2tMsYY+zyhoaHk6upKVatWpR49epBMJqNbt26J89etW0dSqZSmTJlCwcHBlJiYSO3bt6d9+/aJZfJrqxnHJu+4cuUKEaW1wGzevJmcnZ3Jzc1N7OKX/h2LSUlJ4nIF8T2Xu3btEkdmPHHiBLm5uVHt2rXFFsb0rVhyuZwCAgLEVpFPxcvb25usra1p1qxZ9ObNG3H62LFjqVatWtSlSxfavn07tWzZkjp27ChuqyC0unBs8q6wsDC6ePGi+PuoUaOoZs2a5OPjI55j0n9vXrx4If5eEM8xWeFkkTHG8qBLly6RjY0NaWlp0fbt24ko7Q+c6o/d9u3bSUtLi8qUKUN2dnZUpUqVAvMMBscmd8soGZfL5bRlyxYxYYyOjqbExEQaPHiw2kV6QZPZ8ZhRwvjmzRvxtS8qn0palixZQmZmZuI6iEjsgkdEtGLFCmrUqBGVLl2aXFxcxHkF4XvCscl/Ro8eTTVr1qQZM2ZQdHQ0xcXF0YQJEyg5OVksw/tPk0BElNOtm4wxxrKHiCAIAu7fv4+BAwdCEAQkJydj2bJlqF27NpRKJYgIUqkUN27cwNWrV6FQKODp6QmZTCZ2vcmPODZ5k2q/yeVy7Nq1C8uXL4ehoSFiYmLw6NEjvHnzhvfL/6XvHnny5EksXboUb9++xZw5czBhwgTo6+vD398/W+tKSUnB0KFDYWNjg8mTJ+PRo0e4evUq/vjjD7FrXsOGDREfH4+oqChYWVmJ+ym/d8/j2OQv6c/tY8aMwZkzZ9C8eXP4+/sjLCwMDx8+5HNMFjhZZIyxPCD9RSIAJCcnAwCuXLmC+fPn4/Xr11i5ciVq1aollklKSoKurq74e35Nhjg2eZ9qHxIRVq5ciaFDh6JOnTo4c+YMtLS0eP+ko0quAeDff//F/PnzcezYMVStWhWXL1+GtrZ2hst9/D0BAHd3d9y8eRMzZszAypUroaenB3t7e5w9exZWVlY4ePCgWtwzWkd+wLHJ/9KfQ4YMGYKVK1eievXquHTpErS0tHj/ZYGTRcYYy+XS/xG7e/culEoldHV14eDgACBtQJc///wTr1+/xrJly+Do6AgPDw80bdoUgwYNysmqf3ccm9ztcy/AYmNj4erqitjYWFy/fh0ymaxAtdakTwSzUy4yMhJ16tRBkSJFcO7cuUzjlX4/rFmzBoaGhujcuTNevHiBvn374vHjx+jfvz9cXFxQq1Yt7Ny5E8uXL8c///yDQoUKfZfPmltwbPK2j88xWX2HiAixsbFwc3NDcnIyzp8/X+DOMV+CI8MYY7kYEYl/CCdPnoz9+/fj7du3KFu2LFq1aoUJEybgp59+ApA2al+LFi1QtmxZvH37Flu3bs3Jqn93HJvcT7V//vnnH7Rq1eqTrYN79+4FEeHatWsF8iJOdZEbFxcHQ0PDLMslJibCy8sLWlpaOHv2bKbxSv89GT9+PHbu3Il+/frh3bt3KFGiBE6cOIF3796haNGiANIuvtetW4cSJUrk+2SIY5P3qfafv78/GjdunOXNFkEQsGrVKty7dw9v3rwpkOeYL/IjH5BkjDH2ZaZPn05FixalU6dO0aNHj6hfv34kCAL99ttvYpnbt2/T2rVrafr06eKALQVhVDeOTe52584dkkqldO/evWyVVw2AU1D3z4IFC6hdu3bZKnvo0KFsH8++vr5kZmZG169fF6elH2woKSmJdu7cSS1btqTKlSsXqAFbODZ524kTJ8ja2ppiY2OztU8K+jnmc3EqzRhjuRCl60oTEBCAI0eOYOfOnWjSpAmOHTuGXbt2wd3dHUuXLoVMJsO0adNQuXJlVK5cWVyHQqHIl3dMOTa5G33UDUxHRwcmJibis6SZUXUnUz27WFD3j1wuh0KhAJB5N15VjFu1agXg08dzYmIirl69iokTJ6JGjRp4/Pgxbty4gRUrVsDa2hpjxoyBnp4eLly4gEKFCuGff/4pMK0uHJu85+NzjEQiQUREBCIjI7NskVc9tyiRSKBUKnn/ZRNHiTHGcpn0fwjv3buHypUro0OHDqhduzZOnz6N3r17Y+HChejcuTM8PDzg4+ODqKgoLF68WG09+XFAEI5N7qfaP6mpqdDS0oK9vT0qVKiAS5cuoXr16mqj0qbfn+mTooLyQvOMksHSpUtj8eLFiIiIgKmpaYbLfRyfj4/njy+m9fT0kJSUhDVr1qBEiRJYsWIFJBIJKlasiEOHDiEuLg579+7FpEmTUKRIEQiCkG9vqHBs8r6Pj/8GDRqgVKlSePnyJWxsbJCamgqZTJbl94QHs8k+PtIZYywXSX8h8+uvv+Ls2bP4559/MGrUKMhkMuzYsQPu7u7o1asXtLW1UbZsWSQlJeHZs2fZHhwjr+LY5B3Tp0/Hv//+C1NTU9SqVQvBwcEIDg4GkHahp7pQK+j7RBWHzZs3QyaToUaNGoiJiYGdnR2AL4tP+gRULpeDiKClpYVp06b9r707D6ii6h8//r7AFVxIwcIFUDGX3Bc019TMlMelTDFXxCUFc88A98jccCkTcUFTk0VRFHFF1ExzX1BTyh1R3HBHZIfz+8Mf8+WK9eRTCXI/r3/yzp2Zzhxm5s5nzjmfw5gxYxg6dCjDhg2jXbt2NGrUiMaNG7Nq1SqSk5N58803AbRgvqCRuik4pk2bRnR0NOXKlcPR0ZH4+HiOHj1K06ZN0ev1eV28AkWCRSGEyEeyHw6PHz/OgQMHmD17NiVKlACetdScPn2ad955h0KFCpGcnMyNGzcYOHAgffr0Af56NsXXkdRN/vV8C1n16tV54403OHjwIGfPniU+Pp7Zs2cTFRVFfHw877//Pnq9npEjR2JnZ5eHJc8bOc/F69evM2XKFIoWLcrt27extrbm3Llz9OnTh1atWlGtWjXs7OywsbHB1tb2T8/hnH+HBQsW8PPPP/P06VNq1qzJ7Nmz2blzJ/Hx8djY2Gjb/Pjjj9ja2lKkSBFtWUG8TqRuXm85/35JSUno9Xp0Oh0HDhzg4MGDPHjwgC+++IKIiAisrKxo3bo16enpfP7553lc8tefTJ0hhBD5zMKFC9m3bx9paWmEhIQYzAE1b9485syZw3vvvce1a9d4+vQpJ06cyNWlr6CSusnfdu7cSc2aNSlTpozBcn9/f3x9fRk+fDjXrl3jxo0bxMbGsnPnTqNupcnOtJk97+fZs2dJTk6mXbt2FCtWjPr163Po0CFSUlLo2LHjX87iO3bsWH788UdGjBiBra0t/fr1o2vXrgQEBGBhYcHTp0/Zs2cPvr6+3L59m+PHj6PX643iOpG6eb399ttvVKpUyWA+0YcPH+Lt7c2VK1eoU6cON27cIDo6miJFivDTTz9Jl9O/SVoWhRAin3ny5AlhYWHY2Nhw6dIlqlWrpv3Yde7cGYBdu3ZRo0YN/Pz8MDU1NZpJy6Vu8q+DBw8ydOhQ2rZty6RJkyhVqhSZmZnodDqsra1JS0ujX79+uSaNN9bJsFetWsXatWv55ptvqFevHvCsRdbExIT27dtTq1YtvLy8iI+PJz09ndKlS/+l/Z48eZLw8HBWr15Nq1atiIiIoEiRIrRp0wYLCwsAzp8/T0REBJaWlmzdutVoErZI3bzeNm/ejLOzMz/88AOdO3fWktlYWVlRpkwZ9uzZQ1hYGGZmZjx9+pQiRYqg0+mM9h7zj3klOVeFEEK8UM707Dn5+/urkiVLqlGjRqmrV6/+6T4KavpvqZvXz5QpU1TTpk3VyJEj1Z07d7Tld+/eVeXKlVPHjh2T6Qb+v2XLlqlGjRqpPn36qNOnTxt8N2zYMNWqVSullOE5nJGRkWs/z18n+/btU9WqVVNKKbVx40ZVrFgxtXjxYqWUUo8fP1abNm1SSil148YN7W9RUK8TqZuCp2fPnqpcuXIqKChIPX36VFt+9OhRVaVKFXXv3j2D9eV+8/dJmC2EEHkk59vOn376iU2bNrF69WoABg0axFdffcXatWvx9/fn2rVrBttlUwV0igGpm/wte2oHeDZeNNukSZPo0KEDhw8fZvr06dy9excAvV7PvXv3uHbtmtF15VNKGZyX2QYOHMiIESOIiYlh5syZ/Prrr9p3NWrU4MGDBwAG5/CLWsizrxMfHx/WrFmDra0tb731FjNnzsTFxYU5c+bg5uYGPMsgvGjRIn7//XfKli2LTqcr0NeJ1M3rKyMjQ/u3yjFiLjg4mBYtWuDp6cnGjRtJSkoCoEKFCsTExBAdHW2wH2O73/wr8jJSFUIIoZSnp6eqUqWKqlOnjqpZs6aqXr26io2NVUopNX/+fGVnZ6cmTpyorly5ksclffWkbvKXw4cPG3xevny5mjRpknry5InB8qlTp6rKlSurL774Qt2+fVsppZSPj4/RttJkt27s3LlTXb582eC7wMBA1bx5c9WjRw919uxZpZRSW7ZsUa1atfrTVpGcrWYrV65UZcuWVUePHlVxcXGqbdu2qlChQmr8+PHaOsnJyapDhw6qW7duf9hqX1BI3by+zp8/b/DZ19dXRURE5GpV7927t7K2tlZBQUHq0aNH6vbt28rNze2Fre/i75FgUQgh8pCfn59688031fHjx5VSSv3www9Kp9Op7du3a+vMmzdPmZqaqiVLluRVMfOE1E3+smTJEvXmm2+qjRs3KqWeBUAuLi6qbt26ysfHJ1fA+Mknn6jSpUurfv36qYSEBG25sQSMo0aNUhMmTNA+HzhwQJUvX14NHz48V/fpH374QVlaWqpevXqpkydPqszMTC1Q/G/By8GDB9WoUaMMroG9e/eqihUrqk6dOikfHx+1YsUK1bp1a1WrVi2t/o0hKJK6eb14enqqdu3aGbyUqlOnjipdurTas2dPrkCwUaNGqnr16mrp0qUGyyVg/GdJN1QhhMhDFy5cwMvLC0dHR9avX8/o0aNZvHgxTk5OJCQkADBy5EiCg4MZOHBgHpf21ZK6yT/8/PywtLTko48+YsKECaxfvx6dTsfKlStp3rw569atY8GCBdrfBZ51pbS1taV48eIULVpUW24M3fp2795NRkYGGzZsYM6cOQA0bdoUNzc3Dh06xLx584iNjdXWHzBgAA4ODuzdu5fw8HBMTEy0bpB/lJhDKcWvv/5K69atWbBgAY8ePdK+a9GiBf7+/rz11lv4+voSFBSEnZ0dUVFRWsKWgpzwQ+rm9bN7925q167No0ePmD9/PgcPHgTg1KlTVK9enb59+7Jv3z6te6pSisqVK3P37l22bNlisC9JaPYPy9tYVQghjFubNm2Ut7e32rVrl7K0tFQLFy5USj17sz1t2jQ1f/58g/WN6Y2p1E3+8N5776lGjRoppZSKiopS/fr1U9WqVVNr165VSj37e3z++eeqYcOGaurUqerOnTsqKytL9ezZU4WEhPzlFrKConHjxuqbb75Rly9fVuPHj1dVq1ZV06ZN076fOXOmqlevnho1apS6du2aUkqpmzdvqs8++0ytXLnyT+vpRd1SQ0JC1FtvvaWcnJxUdHS0wXeZmZnq8ePHBq25BbVlV+rm9fXuu++qunXrKqWeJR5q0KCB6t69u9q3b5+2TsuWLZW9vb3atWuX1lPB1dVVRUdHG829Ja9IsCiEEK/AH/2YLVq0SDVp0kQVLlxYy8qnlFIPHjxQHTp0MHjILKikbvKvkydPqlq1aqkzZ84opZS6cuWKOnv2rBYwrlu3Tin17G84atQo1aBBA2VnZ6ccHR3VO++8owXwxvIw9/3336vy5ctrWRpjY2PV2LFjVdWqVdX06dO19Xx8fFTDhg1V+/bt1Xfffafatm2r2rVr96eBdc5lycnJBt+tWrVKlS1bVo0YMUJdvHjxhdsoVXAzQ0rdvL42btyoKleurF0zT548UYcOHVINGzZUPXv2NAgY27RpoypUqKDef/999e6776pq1aoZ3T0mLxT8viBCCJHHcmb2PHnyJOnp6VSoUAEbGxvatWvHqlWrqFKlChUrVkQpRUxMDMOHD+fu3bt4enrmcen/XVI3+ZulpSXnzp0jMjKSRYsWER4eTmxsLMOHD0en0zF58mQAnJ2d+fbbb9m+fTtnzpwhKysLDw8Po5vn8u7du7z11lsUKVKEzz//nCZNmjBkyBB0Oh0//vgjAOPGjcPT05PSpUuzefNmfvjhB95++23WrVv3h11Pcy6bO3cuP//8MxYWFtSoUYPJkyfj4uJCRkYGkyZNQqfTMWzYMCpVqpRrPwUxM6TUzevNzs6O69evs23bNo4dO8b27dv59ddfmTBhAtOnT2fRokUAvPfee+zcuZMZM2YQHx9PVlYWc+fOxdTUVOZR/LflaagqhBBGxMvLS7355puqdOnSqmjRomrcuHEqPj5e/fbbb6pRo0aqSpUqqnTp0qphw4aqSZMmKi0tTSllHN0rpW7yn+w39evXr1empqaqePHiBvMBnjhxQvXv319Vq1ZNhYaGvnAfxvb3iYmJUcWLF1f169dXZmZm6tSpU0oppa5evarGjRuXq4Xx6dOn6uHDh386p1/OFq+ZM2eqYsWKKS8vL+Xs7KyqVaum6tWrp10PK1asUOXKlVOurq7q+vXr/+ah5gtSN6+3zMxMlZiYqKZMmaKKFy+uihUrpnXNVkqp8PBw9e6776qePXuqX3755YX7kK7D/z5pWRRCiH+JUkp7W71nzx4CAgJYvXo1Dg4ObN++HT8/P+7du8d3331HWFgYV69e5ezZs1SpUoXmzZtjampKRkZGgUwIInWT/2W/qb958yZZWVk8efKEPXv2ULt2bQDq16/PsGHDAPD29iY1NZVevXoZ7MNYWhTh2TldoUIFWrRowZYtW+jUqRN16tQBoHz58tp8fqtWrcLU1BRPT0+KFClCkSJFgGet7C86n7Ovk+PHj/Prr7+ydu1a/vOf/wBw5MgRBg0aRKtWrThw4AD9+vUjNTWV7du3U7Zs2Vdx2HlK6ub1ZmJiQtGiRXn8+DGJiYmULFmSQ4cOYW9vD8BHH30EwPTp01m8eDGZmZm0bNnSYB/yG/AK5HGwKoQQBZ6vr6+aPXu2+uqrrwyWBwYGqrJly2qJW55nDK0yUjf5W1ZWltq9e7e6fPmyWr58uTIxMVE+Pj4G60RFRanOnTurXr165VEp84/r16+rQYMGqcWLF6sSJUooFxcXg7FUsbGxasKECcrKykoFBQX95f2uWbNG1a9fX7399tvq119/1ZZnZGSonTt3qnfeeUeFh4fn2s4YxnFJ3by+srKyVFZWlvr+++9VZGSk8vLyUmXLllUrV640WG/Tpk3KwcEh1++EeDUkWBRCiH/R48ePVbNmzZROp1M9e/ZUShkGOiNGjFBVqlRRqampeVXEPCN183rJyspSfn5+LwwYz58/Lw/f/192gpUdO3ao4sWLq759+xrUzeXLl9XixYtf6oXHxYsXVYcOHZSZmZn65ptvDL67d++esrOzUwsWLPhnDuA1I3VTcFy4cEGNGjVK2dra5goYf/nlF3lJmEdkNKgQQvyDlFIGn9944w1WrlxJt27diIiI4PTp0wZd8ypVqsRbb731qouZJ6RuXm86nY7PP/8cX19fxo8fr80fCFClShVMTEzIysrKwxLmDxYWFgC0bduW0NBQwsPDGTBggFY3FStWxM3NTUv+81dUqlSJxYsX0759e7Zs2cLKlSu17woXLkyJEiWMNsGH1M3rL/u3oXLlygwdOpRu3boxceJEAgICtHWyhx/81WtG/HN06vlfbyGEEP+TnBnZ7t69i1IKGxsbAK5du8bAgQM5e/YsoaGhVKxYkWLFitG5c2eKFCnCpk2bCnQ2PqmbgmXRokUMHTqUgIAAevfundfFydd2797Np59+SrNmzQgPD/9b5/LVq1cZNmwYFy9epFmzZtSoUYNffvmF33//nejoaKMevyV1U3BcvnyZhQsX8v3337N582ZtHKrIGxIsCiHEP2zChAls27aNe/fuMWTIEIYNG8Ybb7zB9evX+eyzz9i7dy92dna0bt2aEydOcPjwYfR6vUHSl4JK6ib/yRnIp6amYm5u/pe2CwsLo1OnTkb3EP6/nItbt25l/vz5bN++/W+3csXGxjJy5Eg2b95Mu3bt+OCDDxgzZgyAUU1T8iJSN/nT/zK1xfnz59mxYwdDhw6Vv1sek2BRCCH+QUFBQYwfP54JEyZw584dpk6dSu/evZk+fTqlS5fm2rVrjB07ltDQUPbt20fjxo0BjCKzp9RN/jZ27FgcHBxwdXXVulL+Fcb697l27RrlypV76e3+iaDl+vXrfP7555iZmdGtWzctC628VJG6yc8OHz5MrVq1KFKkyEv9LSTQz1sSLAohxN/w/BvTzZs3c+vWLQYPHgzAzz//TNu2benduzczZsygdOnSxMbGMnDgQH7//XcOHDhAhQoVCuSkwlI3+VvOh+eff/6ZTz75hIiICBo1avSn2+X8eyQlJWlTPxiTkJAQgoODWb16NRYWFn96fv5bQcqVK1cYMWIEKSkp9OrViwEDBvzj/4/XldRN/qKUYs+ePXTq1IkrV65QqlSpP70uJDjMX+TXVwgh/kdKKe0hccWKFUyaNAkfHx+ePHmirdOqVSt27dpFcHAw48ePJy4ujvLly7N8+XLq1KlD1apVuXr1aoELhqRu8r/sB7VFixZx+vRpPD09/2ugmPPvunz5chYuXEhKSsq/Xtb85unTp/z000/cuXMHExOTXMmbsuV8IP7ll184d+7cP1aGihUrsmDBAlJTUwkPDychIeEf2/frTuomf9HpdLRu3Zp33nmHKVOmaMteRCmlBYrLli1j27Ztr6yc4g+8mqSrQghRsGRlZWn/9vb2Vnq9Xjk5OSmdTqeaNWumjh8/brD+vn37lE6nM0jtHhMTo7p06aIuXLjwysr9KkjdvD4ePnyoGjZsqHQ6nRo0aJBSyvDvl1PO5UuWLFEmJiZq48aNr6SceSl72ousrCyDKTCcnJxUnz59VFpa2gu3y1lffn5+qlixYurkyZP/ePmuXr2qrl279o/vtyCQuskbz0+jk5qaqrKystSsWbPU+++/r+7evauUyn2vyfnZ399f6XQ6FRYW9q+XV/w5CRaFEOJvOH78uOrdu7c6cOCAUkqp/fv3q/LlyysXFxcVFRVlsO6pU6dUenq6wbLnPxckUjf5z4sCwYsXL6qPP/5Y2djYqHPnzimlcj/s5dxu8eLF6o033lDr16//dwubj2VmZqp58+apd99994UPvs/Xl5WVlVq7du0rL6cQeen5F4OxsbGqePHiatasWbnWfdE9ZsOGDf96GcV/J8GiEEL8j1atWqXee+891aRJE3Xv3j1t+e7du1WFChVUnz59XtiSYAxBkNRN/pMzALxz5466cuWKSklJUUopdePGDdW8eXNVrlw5df369VzrZ8t+iAsNDX01hc4n/P39lYODgwoNDVXnz59XSin15MkTZW9vr8aMGWOw7oseeo2tvoRxynnub968WZUrV041adJE7dy5U8XGxiqllJo9e7Zq1aqViomJeeF2S5YskWsmn5GBIEII8T8qVaoUycnJ/Pbbb+zfv19b3rp1a1asWMGhQ4eYMGECFy9eNNjOGDJHSt3kLyrHWMOvvvoKZ2dn6tSpg6urK7Nnz6Zs2bIEBQXh4ODAe++9R1xcXK6xeIsWLcLLy4vly5fTtWvXvDqUVyL7uJVSZGZmUr16dZo3b8706dPp3LkzPj4+PHjwgKlTp3Lu3DmD8zh7LNaSJUuMpr6EyMrK0s79u3fv8sEHHxAaGkqZMmUYO3Ys7du3JzAwECsrK+Lj44mLi8u13XfffYeXlxcrVqyQayY/ydtYVQghXg8vamVRSqkDBw6oxo0bqw4dOqhdu3YZfLd9+3bVtWvXP9y2oJC6yb+e73b69ddfq5IlS6pt27apX3/9VXXo0EG99dZb6rffflNKKXXlyhXVqlUrZW5uru7cuaNtl5mZqXr37q3WrVv3SsufF3Kek8+PRzx+/Ljy8/NTDg4O6oMPPlDVqlVTZcqUUeHh4Uqp/6vvw4cPS+uIMBo5r5mpU6eqtm3bqn379mnLjhw5ombMmKHKly+vevTooXQ6nXr//fdVYmKits7Tp09Vu3btVFBQ0Cstu/jvZOoMIYT4L3JOFbB27Vpu3LjBnTt3GDJkCOXLl+fgwYN4eHhgY2PD8OHDad269Z/uoyCRusm/UlNTMTc31z7funWL7t274+XlRYcOHdi9ezcfffQRvr6+DBgwQEtXf+XKFebOncv8+fMN0tcrI5inLucxzp07lz179lCsWDGqVq3K119/ra137do1Tpw4wYoVK9iyZQt16tRhx44d2NjYaOtER0dTo0aNV34MQuSV8ePHs3TpUpYtW0bt2rVxcHAw+P7s2bNER0fj7+/P77//TmhoKE2bNtV+A1JSUl5qjlfxiuRtrCqEEK8PDw8PVa5cOdWpUyfVrl07pdfrtZaDvXv3qubNm6uuXbuqbdu25XFJXz2pm/xl0KBBuZJI3L9/X9WsWVPFxMSojRs3qmLFiqlFixYppZRKTk5WP/zwgzpz5ozBNhkZGa+szHktZyvs9OnTlaWlpRo5cqRycXFRJUuWVB988IF69OhRru0CAgKUo6OjOnz4sFIqd2ukEMbgxIkTqmrVqioyMtJgeVZW1gsTa7377rvKxcXlVRVP/A3yKlcIIf6CNWvWEBgYSHh4OJs2bcLLy4uMjAytFaJFixZ88803nDlzhn379uVxaV8tqZv8JS0tDUdHR0aNGgVARkYG8Kyl0cTEhBkzZjBgwAB8fHxwd3cH4PLly2zYsIHr168b7MtYJsbOeb4eOnSImJgY1q1bx7x581i1ahU//fQTMTEx9O7d22AbgD59+mBiYsLy5csB0Ov1r/4AhHjFsrKyDD4nJCTw4MEDKlWqZLBcp9Np1wo8uw8BDBs2jCtXrsgcmK8BCRaFEOIFnv8hvHnzJh9//DF169YlJCSEjz/+mIULF9KlSxcePXpEUlISrVq1YvXq1UydOjWPSv1qSN3kX0opChUqhJubG3q9nuXLl+Pu7k5SUhJlypTh888/Z+nSpXz00Ud8/vnnACQmJuLl5UVqaipt27bN4yN4tWbPnk1SUpKWWGnTpk24u7uzY8cOypYtCzyr09q1axMQEMCRI0cICwsDniVjyszMBOCdd94x+CxEQZc9dGDevHns2LGD9PR0ihYtyt27d7V1sn8r1q9fz7Zt2wC0rvG7d+/myZMnRvNC6nUmwaIQQjxH5cgcmZaWBqCNxdu5cyeDBg0yaJVZsWIFY8eOJSMjg/r162NqalpgHxqlbvI3lSMNQUJCApcvX+b06dNMnDiRp0+f4ubmxtixY/nxxx/p3bs3PXr0oFOnTsTGxrJt2zZMTU1zvQwoqH766ScWLlxIv379SE5OBsDGxoaqVaty69YtIiMjgf/Lbvr2229TvHhx7t+/r+3D1NSUI0eOsG7dOtzc3OTBVxR4Oe8P/v7+TJo0iXLlytGgQQOUUsyYMUMLGE1MTEhNTSUoKMigV0lKSgpPnz7F39+fokWLvvJjEC9HgkUhhMhhz549BAcHA+Du7q515evSpQvXr1+nffv2zJgxgyFDhgDPWmX27NkDGHbZK4gPjVI3+VvOQP6zzz7jyy+/ZMyYMXz00UccPHiQiRMnkpKSwvTp0wkODqZQoUIUKVKEtm3bcvLkSfR6PRkZGUaTbKhZs2Z89dVXXLt2DRcXF5KSkmjcuDGTJ0+mS5cuBAYGal1LAYoXL45er9e60WVr1KgRV69epXbt2q/6EIR45bLvDz///DNPnz7F19eXatWqYWVlxfr169m7dy+9evVi/vz5BAUF0b59e65evar1KlFKYWFhQUhICI0aNcrLQxF/kWRDFUIInv2AJSYm0rVrV9LS0njjjTfYu3cvBw4coGbNmjx+/JiJEyeyZ88eevbsyaBBg4iJiWHKlCncunWLo0ePYmZmViAzRkrdvF6uXbtG165d8fHxoXXr1qSmpjJz5ky2bdtG06ZNmTp1KkWLFs2VLTU7G6oxyD4X09LSCAoKYtGiRdjb2xMQEECRIkWIiopizpw57N+/n06dOmFvb8/hw4f57bff+O2337Ruq5LJVxijy5cvU7lyZeBZV+4xY8Zo3125coWhQ4cSFxeHhYUFDg4OBAUFodfrjeoeU5BIsCiEEDk8ePCApk2bcuHCBWbMmIGXl5f23d27d/H29mbv3r1cunSJGjVqYG1tzbZt24zih1DqJv/79ttv+fnnn7GysmLp0qWYmppiampKamoqPj4+bN++ncaNG2sBozHLDvTS0tIIDAxk8eLFBgHjqVOnmDFjBlu3bqVRo0b07NmTzz77DDCuwFqIF9m1axc9e/akefPmLF++HCsrK4NrKiUlhfT0dKytrbUkN9kvWcTrRf5qQgiRg4mJCW+//TalSpVi9+7d2NnZaRkQ33rrLebOncvTp085deoUFSpUwMHBARMTE6P4IZS6yX9ytmw9ffqUR48esX//fqpWrUqhQoWAZ2NLzc3N8fLywsTEhJUrV+Lg4MCIESPysuh5Imd9Zf+3UKFC9OrVC6UUS5YswcXFhYCAAOrWrcuECRMwMzPjwYMHBvO/SWuiMBZ/1Hrepk0bVq1aRZcuXZgwYQLffvutdo0UKlRIu//As5Z8+Q14fUnLohBCvMDt27cZOHAgycnJDBw40CBl/vOtCsbWFU3qJv958uQJlpaW3Lp1i4CAAMaNG8c333zD+PHjAUhPT0ev15OSksLq1avp27ev0bWM5TwXN2zYwLlz5yhevDhNmjShfv36JCcnExwczJIlSyhXrhyrVq2iSJEiHD9+nG+//ZYbN27g4uKitS4KUdDlvGZCQkK4desWjx8/ZvTo0bzxxhsAbN26FWdnZwYMGMC3335r0LVdFAwSLAohxB+IiYlh+PDhpKWl0atXL1xcXPjwww9p1KgRM2bMyOvi5Smpm/xj5cqVeHp6cuLECezt7bl79y7+/v7MnDmTyZMn4+HhATxrYcz5tt+YulLmHC/r5eXFmjVrcHBwoGjRoly4cAF/f3/ef/99kpOTWb16NUuXLsXCwoLt27djYWHBmTNnGD9+PBkZGYSEhGgPykIYg7FjxxIQEEDNmjWJi4tDp9Ph5+dH06ZN0ev1bN26le7du/Pxxx+zcuVKmWu0oFFCCCH+0JUrV1SXLl1UtWrVVMWKFVXNmjVVampqXhcrX5C6yR+uXr2q6tevr2rUqKGuX7+ulFLqzp07atq0aap48eJqzpw5eVzC/GPBggXK3t5eHT58WCml1MKFC5VOp1MlSpRQW7ZsUUoplZSUpObPn68+++wzlZ6erm179uxZFRcXlyflFiKvzJ8/X9na2qqoqCillFLbt29XOp1OValSRe3atUulpaUppZQKDQ1VrVq1UpmZmXlZXPEvkJZFIYT4L27dusWJEye4c+cOrq6umJmZyTi8/0/q5tV6vluv+v8tZnFxcXTt2pXHjx+za9cu7OzsiI+PZ/ny5YwfP57AwEB69eqVhyXPewkJCYwZM4Z3332XQYMGsXXrVnr27ImHhwdnzpxh586dbNiwgffff5+0tDT0er0k5hBGxdvbmwYNGtCxY0cAHj58yJw5c6hSpQqurq6EhYXRv39/5syZQ1BQEDdv3sTPz48WLVoY9FqQ4QcFiwSLQgjxkoyp+97Lkrp5NQICAujRowd6vV4LGK9fv46zszNPnjwhMjISOzs7bt26xc6dO+nVq5fRBTzqBVO1REdHY25uTnp6Oh07dmT06NEMGzaMwMBA+vbtC8C+ffto3rz5H+5DiILo7NmzuLm5UaRIEby8vGjTpg0Ae/fupWrVqjx48IBPPvmEoUOHMmLECCIiImjfvj0lSpQgMjKSBg0a5PERiH+LhP1CCPGSJBj6Y1I3/77bt28zYsQIWrZsSUZGBjqdDqUU9vb2rFy5kvv379OrVy9iY2MpU6YMffv21Vp8jUV6eroW5KWlpWnLa9SoQaVKlTh+/Dj29va4uroCz7L59u7dGz8/Pxo3bqytL4GiMBY1a9Zk2rRpWFhYMGvWLCIiIgBo2bIlpUuX5vTp05QsWZIuXboAz14Menh40LdvX+rVq5eXRRf/MgkWhRBCiHzs+Q5ApUqVIjIykrt379K6dWstYASwtbWlatWq7N+/32AeTMAoWhZPnz5NZmamlmDD19eXQYMGMXToUO07gJSUFI4cOcKFCxdISkpi4cKFWFtbM2TIEKMLrIVIT08HoFWrVvTu3Ru9Xs+MGTPYt2+ftk5sbCxXrlwhMTGRO3fusHjxYszNzZk3bx6mpqbatSUKHumGKoQQQuRTOcf+JCcnk5GRgaWlJQBRUVF06dKFcuXKsXv3bvR6PWlpabi5uTF69Ghq1qxpVOOGvLy82Lp1K9999x0ffvghs2bN4ptvvqFPnz6Eh4djb2/PsGHD6NGjB3fv3mXIkCFERETg4OCAqakpp0+fxszMTLqeCqPl7e3N77//zrlz5zh79ixNmzblq6++ok2bNqSlpVG3bl3i4uKwtramePHiHD9+XDKfGgEJFoUQQoh8KOf4zxkzZrB//37Onj1Lt27daNOmDU5OTkRFRfHpp5+i1+v56KOPOHjwIOnp6Rw8eBATExOjGkN648YNunbtioWFBV988QXr1q1j8ODBvPfee2RkZODs7Mzt27cZPnw4vXv35ubNm+zfv5/ExERcXV211hFjqS8hclq4cCFjx45l8+bNVKpUiUOHDrFgwQJMTU0ZO3YsH374IVlZWaxcuZJixYrRpUsXSWhmJCRYFEIIIfKRBw8eYG1trX2eOHEiixYtYuLEidy7d49Dhw7x5MkTvvjiC3r27MmdO3cYOnQoycnJFCtWjMDAQPR6vVFlJExNTcXc3Jzbt2/z8ccfo9PpSEtLIyQkhMqVKwPw5MkT+vbty82bNxkxYgTdunUz2nknhXhev379yMjIIDAwUFsWERHBl19+SYkSJZgyZQqtW7c22EauGeNgHL8iQgghxGugZcuWhIWFaeMUL126xObNmwkICGD06NFMmzaN7777jgYNGuDr60tUVBSlSpUiNDSUsLAwQkJC0Ov1ZGRkGE2gCGBubg5AsWLFiIiIoHDhwkRHR3P48GGtLi0tLQkICMDe3p5Jkyaxa9cu4P/GhMpDrzBm1tbW3L9/n+TkZG2Zk5MTLi4unDhxgi+++ILDhw8bbCPXjHEwnl8SIYQQIh/z9PQkLi4OFxcXbcycTqfjxo0bpKSkaOvVqVOHwYMHc/v2bc6fP68tz24lU0oZTbewDRs2sGTJEgBGjx7N4MGDsbKyYu3atTg6OrJkyRIiIyO19YsVK8aKFSvo0aMH7dq1AyTjqRAAtWvX5uDBg+zatcsgqVapUqVo2rQpzs7OvPvuu3lYQpFXJFgUQggh8lhGRgaXL1+mTZs2FCpUiC+++ILjx49jaWmJnZ0dly5dIjMzU3uIq1evHra2thw9ejTXvowl+ElKSuLo0aMMHTqU9u3bs3TpUsaOHQs8mwpjw4YNpKenM336dIOA0dLSkunTp0sGRyFy6NevH59++il9+vRhzZo1nD9/nsePH7NhwwZat27NhAkTMDExISsrK6+LKl4x43j1KIQQQuRjZmZmdOnSBRcXF27dusWWLVvo378/NjY2ODs7M3nyZBwcHPj4448pVKgQCQkJJCcnU6FChbwuep4pUqQIEydOZMeOHURERDBp0iRq166NUor09HRKly5NeHg4nTt3ZubMmaSkpPDRRx8Z7EO60Qnxf1mXly5dirm5OR4eHmRmZmJpaYmpqSkbNmzQ5nM1pu7t4hlJcCOEEELkE46Ojpw8eZLJkyfj7e2tLR8zZgwLFiyge/fuWFlZcfbsWeLj4zl58qTRdDl9kUePHuHp6UlGRgbr169n1qxZuLm5Ac/mUrSwsODOnTs0b96cDz/8kIULF+ZxiYXIn3JOGXPo0CHu3bvH06dP6datm2QKNnLG+wsjhBBC5CMnTpygWLFiDBo0iClTpmBra8ugQYMAmDt3LtWqVWP//v1cuHCBd955h4iICMzMzIzqIe75DK8lSpTA39+fe/fuUapUKTw8PNDpdAwePBgLCwtt/ObJkycpXLhwHpZciPxNp9Np11eTJk0MvjOme4zITYJFIYQQIh+oXbs2W7ZswdzcnFKlSmktZNkB42effcaAAQMMgiVjmuMsZxe4RYsWcfnyZZRSfP3117z55puMGjUKnU6Hh4cH6enpuLu707lzZ+zt7bUWRXnoFcbkZafPyV73+e3kmjFu0g1VCCGEyGM5u4ABPHz4kHnz5vHNN9+wdOlSBg4cCBgGO89vU5DlfHidNGkSvr6+tGrViqNHj1K8eHGCg4OpV68ed+7cYfHixXz99de88847KKX49ddf0ev1eXwEQrxaOa+Z4OBgbt26RVxcHMOGDcPW1hYLC4sXbpfzvnLu3DnKlStHkSJFXlm5Rf4jo1SFEEKIPPZ80GdlZcWoUaOYPHkybm5ufP/994DhG35jCRTh/1o84uPjuXTpErt372bjxo1cvHiRkiVL4uzsrM05OWHCBI4cOcKECRM4e/asNu+kEMYk+5rx8PDA09OTY8eOcfr0aRo2bEhQUBDp6em5tskZKPr6+tK6dWvi4+NfablF/iPBohBCCJEPWVlZMXLkSEaMGMHatWtRSmHMnYEWLVpE3bp1uX79OtbW1gAULVqUPXv2UKZMGT799FOioqIwNTWlYcOG9O7dW0vMYSxddYXIKTQ0lODgYLZv386aNWuYOnUqjx494s0338zV2p4zUFyyZAne3t58++23Rp1xWTwjwaIQQgiRT1lZWfH111+zf/9+o2pJfJH//Oc/2NracuLECR4+fAg862qn1+vZs2cPtra2tGzZkvPnzxtsJ+OthLG6c+cOrVu3platWgQHB+Pk5ISfnx8ff/wxiYmJWqthZmamQaDo6emJv78/PXr0yMvii3xCgkUhhBDiX/Z3JrK2tLTUHuSMJWB8UX1VqFCBsLAwKlSogLu7O3FxcZiYmKCUQq/Xs2vXLlxcXKhcuXIelFiIvPWiayY2NpaEhAT279+Pu7s7Pj4+DBkyBIBVq1bx7bffkpaWpr1Q8ff3x8vLi+XLl9O1a9dXWn6Rf0mCGyGEEOJfJIkmXk7O+goPD+fChQsUK1aMGjVq0KJFC65fv06bNm2wsrIiNDQUOzu7XMl+JOupMCY5r5kdO3ZgbW1Nw4YNOXPmDN27d+fcuXMsXryYwYMHA5CUlET37t2xt7fHz88PnU7Hpk2b6Ny5M6GhoXTp0iUvD0fkM9KyKIQQQvyLJNHEy8muL09PT4YPH87evXuJjIykc+fOBAQEYG9vz65du0hISKB79+7ExsbmanGVQFEYi5xTynh5eTF69Gj2799PQkIC9vb2ODs7U61aNWJiYoiPj+fAgQM4Oztz/fp15s+fr107HTt2ZM+ePRIoilxkxLcQQgjxL8tONBEREUGtWrU4ePAgzZs3/8uJJvz8/Iwq0cS6desIDg4mNDSUxo0bs2zZMjZv3qx9b29vT2RkJLVq1WLatGn4+/vnYWmFyDvZ94q5c+eyfPlyNm3aRL169bQeC+7u7uh0OgIDA/H19aVSpUqULl2aY8eOYWZmRmZmJkopzMzMaNmyZV4eisinJFgUQggh/mXPJ5pwd3c3SDSRlJSEjY2NQffJ7EQTxjh+6Pz587z//vs0btyYDRs28MUXX7Bw4UJcXFx48uQJ165do0aNGpw/f56SJUvmdXGFyDNKKZ4+fcqePXuYMGECTZo00bImZ2RkULZsWSZMmICXlxfHjx/H3t6e8uXLY2JiQkZGhmQKFv+VdEMVQggh/kGSaOLvs7CwwMbGhvDwcFxdXZk1axaDBw9GKUVERAShoaE8fvwYGxsbbXoMIYyRTqfD1NSUq1evkpKSoi0DMDMzIzk5mQsXLlCkSBFatGiBg4MDJiYmZGVlSaAo/hIJFoUQQoh/yPOJJo4dOwaAi4sLFy9epEWLFsyZM0cLFJOSkti+fTsJCQlad9RNmzbh7u5utIEigK2tLUuXLuXTTz9l9uzZuLu7A5CYmMiyZctISEigePHi2voyRlEYi+fzUiqlyMrKonjx4pw6dSrXOlevXmXx4sXExMQYbJd9nxLiv5EzRQghhPgHSKKJf07Pnj35/PPPSU9Pp0SJEpw6dYozZ87g7OzM3bt38fHxAXI/OAtRkGVlZWn3ibS0NG18c9GiRZkyZQobNmxg/PjxpKenk5GRQUJCAmPGjCE2Npby5cvncenF60qmzhBCCCH+QXPnzmXmzJm5Ek3cvHmTJUuWEBgYyJ07d7REE5s3b0av1xskmjBmOVtn3d3d2bp1K48ePaJ69eoULVqUHTt2aPUlLYrCWOQ83+fNm8eRI0eIi4vD1dWVtm3bUq5cOQICAhg4cCANGjTQupomJiZy4sQJ9Hq9wbUlxF8lwaIQQgjxD8hONNGjRw/atGnDqFGjtDf/2Ykk0tLSyMjIkEQTL+HMmTMkJCRQokQJqlWrJvUljMrt27cpXbq09nncuHEsW7YMDw8Prl27xqFDh6hVqxbe3t5UqFCB33//nTVr1pCUlESZMmUYMWIEZmZmcs2I/5kEi0IIIcQ/JDk5mYYNG9KnTx/Gjh2b67vLly9Ts2ZNg+Xytv/F/qhepL6EsWjfvj2tWrXCw8MDnU7H6tWrmTRpEiEhITg6OrJ7927atWtH1apVqV27NtOmTaNixYq5Wt2lFV78HXK3FUIIIf4Hkmji5bwoS+yfya6X5+vZWOpLGLcvv/yS6OhoPD090el0KKWwtLSkV69eODo6Eh4eTrdu3fDz89O6a0+ePJkLFy7kCgwlUBR/h7QsCiGEEC8pZ+tWWloaer1eSzyxe/du/vOf//Dll1/i7e2NiYkJSUlJ9OjRA1NTU8LDw40u4MlZX8HBwdy6dYu4uDiGDRuGra2tNq7zedndeAHOnTtHuXLlKFKkyCsrtxB5IT09HXd3d8zNzVm4cCEzZsygWbNmNGzYkCdPnmBqakr79u3p2rUrnp6eJCcnU7t2bdLS0nB1dWXKlCl5fQiiAJHOy0IIIcRL+G+JJj744AN++OEHBg4cyM8//5wr0UT2Z2MKGLOP1cPDg9WrV9O8eXPi4+Np2LAhs2fPpm/fvtrUIdlyBoq+vr7MmDGDgwcPUqFChVddfCFeKb1eT926dRk5ciRxcXFs2bKFCxcuULhwYQoXLszZs2e5desWjRo1AuDGjRs0aNAAJycnXFxc8rj0oqCRYFEIIYT4C7ITTWQHijkTTZQsWZJFixaxf/9+vL29cXFxoUGDBpJoIofQ0FCCg4OJiIigVq1aHDx4kObNm/Pmm2/+aaC4ZMkSvL298fPzk0BRFHjZL6OGDx/OokWLiIiIYMqUKVSqVElbRymFjY0NmzZtQinFnDlzKFSoEH379kWn0xndyyjx7zK+XyshhBDiJb0o0cS6deuIiIjQEk0sXryYlJQUxo0bx7Rp06hWrRqTJ0/OlWjCGANFgDt37tC6dWtq1apFcHAw7u7u+Pn58fHHH5OYmEhSUhI2NjYGLbdLlizB09OT5cuX07Vr1zw+AiH+XUop7dw/duwYVlZW9O7dmylTpmBnZ0efPn0wMzOjVq1adOzYkY0bNxISEoKDgwM//fSTNrZRAkXxTzLOXywhhBDiL8pONLFt2zaAFyaa6N+/P35+fqSlpTFhwgRMTU2ZPHkyVapUMdiXsSSaeFHLRmxsLAkJCezfvx93d3d8fHwYMmQIAKtWreLatWtMmTKFQoUKAeDv74+Xl5cEisIo5GxNHz16NL/99hsrV66kcuXKvPXWW7i5uWFiYkL37t0xNzfH29sbV1dXkpKSZEoZ8a+SM0oIIYT4A+np6Tx8+JAOHToAaIkmPvjgA959913u37/P9OnTGTt2LG5ubiQnJzN//nx++eUXAgMDjTLRRM5AcceOHVhbW9OwYUNcXFzo3r07LVq0YPHixQwePBiApKQktm/fjr29vdYdddOmTbi7uxMaGkqXLl3y7FiEeFWyA8Vbt25x/vx5xo8fT+XKlQGYNWsWOp2OQYMGAWgBo4ODg7a9MfdaEP8uOauEEEKIPyCJJl5Ozi5wXl5ebN68mUGDBlG1alXs7e1xdnZm/fr1xMTEEB8fz8WLF5k2bRo3b94kLCxMe2Du2LEje/bsoWXLlnl5OEK8Ut999x1Lly7FxsZGCxSzX774+Pig0+lwd3cnKSmJQYMGGfRUMJZeC+LVk6kzhBBCiBfIOXauevXqXLp0icmTJzNx4kRtnTNnztC/f39atmxJp06dtEQT69evN+pEE3PnzmXmzJls2rSJevXqaVNj3Lx5kyVLlhAYGMidO3eoVKkSpUuXZvPmzej1ejIzM1FKSQuJMErHjx/n008/JT4+ngMHDlCnTh3AsLV+yJAh/P777/z88895WFJhTCRYFEIIIZ6Tc/zQsWPHGDVqFFWqVCEoKAh/f38t0QSAt7c3Gzdu5N69e1qiCb1eb7APY6GU4unTp/To0YM2bdowatQorR6yx1OlpaWRkZHB8ePHsbe3p3z58jLeShidP3qRdPr0aZycnKhbty5BQUFYW1vnWj/7mjLGe4x49eSuLIQQQuQgiSb+dzqdDlNTU65evUpKSoq2DMDMzIzk5GQuX75MzZo1adGihbZdVlaWUdaXME45A7+IiAhiYmKwsrKievXq1KlTh61bt+Lk5ET//v1ZuXIlVlZWmJiYaPcmCRTFqyR3ZiGEECIHSTTx1z3/wKqUIisri+LFi3Pq1Klc61y9epXFixczZswYgzozxq66wnhln++enp6sW7cOOzs7LC0tiYqKIiAggA8//JDIyEicnJwYMGAAy5Yto2TJkgbXmgSK4lWRu7MQQgjxnO+++44PPviApKQkg0QTAD4+PowePRp3d3dWrFhBZmamwbbGkmgiKytLe2BNS0vTgsKiRYsyZcoUNmzYwPjx40lPTycjI4OEhATGjBlDbGws5cuXz+PSC5G3AgMDCQgIYPXq1fzyyy+0b9+e+Ph47t+/D0DdunWJiIggPDyc2bNn53FphTGTMYtCCCHEcyTRxJ/Lmfxn3rx5HDlyhLi4OFxdXWnbti3lypUjICCAgQMH0qBBA0xMTMjKyiIxMZETJ06g1+uNNvmPME7ZL1Oyz/tx48bx5MkTFixYQFhYGH379uXbb79l0KBBJCYmcu/ePSpUqMDFixepWLGi0byEEvmPBItCCCGMmiSa+Otu375N6dKltc/jxo1j2bJleHh4cO3aNQ4dOkStWrXw9vamQoUK/P7776xZs4akpCTKlCnDiBEjMDMzM9oxncI45bxnpKSkYGFhwfjx49Hr9TRo0IBevXoxe/Zs3N3dUUoRHBzMjRs3GDp0KEWLFgUMX9AI8SpJsCiEEMJo/Vmiidq1axMVFYWTkxNNmjTREk2A4Tg8YwkU27dvT6tWrfDw8ECn07F69WomTZpESEgIjo6O7N69m3bt2lG1alVq167NtGnTqFixYq6HXHnoFcYkIiKCKlWqULFiRcaOHcuTJ0/w8/PDz8+Pr776ipSUFObMmYO7uzsAjx8/5tNPP6VBgwZMmzYtj0svhCS4EUIIYcQk0cRf8+WXXxIdHc22bduAZwGypaUlvXr1wtHRkfDwcPr374+fnx9paWlMmDABU1NTJk+eTJUqVQz2JYGiMBbJycl4enqSkpJCs2bN2LBhA/v37wdg6NChHDt2jDVr1vD2229z6dIlsrKyGDFiBPfv3+frr7/O49IL8Yy0LAohhDBqgYGBeHh4EBYWRuPGjVmwYAEjRowgODiYHj16AHDq1Cnq16+Pp6cnM2fOzOMSv1rp6em4u7tjbm7OwoULmTFjBs2aNaNhw4Y8efIEU1NT2rdvT9euXfH09CQ5OZnatWuTlpaGq6srU6ZMyetDECJPWVtbk5qaSkhICB07dtS6Yaenp+Ps7ExUVBSPHz+mevXq6PV6ba5WaYUX+YG0LAohhDAqzyeaiI6OpmvXrjRu3JiwsDDGjRvHkiVL6NGjh5Zoom7dupw/f56KFSvmdfFfOb1eT926dRk5ciRxcXFs2bKFCxcuULhwYQoXLszZs2e5desWjRo1AuDGjRs0aNAAJycnXFxc8rj0QuSdzMxM4uPjsbCwwMbGhvHjx1OlShWqVKmCUgq9Xk94eDiHDh3iwYMHlC5dmnr16hn1XK0i/5GWRSGEEEZDEk28nJzHWr16dS5dusTkyZOZOHGits6ZM2fo378/LVu2pFOnTsyZM4dChQqxfv16g6BcCGPwogRYmZmZZGRk0LRpU1JTU9mwYYNB9+zk5GQKFy78wn0IkdfkTBRCCGEUIiIiuHr1KgBjx45lzJgxANja2uLn50fPnj21QBEgISGBVatW8fjxYy1QBOMZc6eU0o712LFjWFlZ0bt3b6ZMmcLKlSvJyMgAoFatWnTs2JHdu3fTp08fHj9+TEhIiJYlVh56hbHIeb6vX7+e2bNnExkZyePHjzE3NycyMhJzc3O6detGdHQ0SUlJ9OjRQxufmN1+I9eMyE+kZVEIIUSBl5ycTKNGjXIlmqhVqxYA/fr1Y82aNWzevBkHBwct0cS9e/c4fPiw0XUHy5nhdfTo0fz2228sWLCAypUr4+npyffff8/SpUvp3r075ubmAMTExJCUlES1atWkG50wOjmvmXHjxuHn50flypU5ffo0bm5uDB48mDp16vDgwQOcnJy4ePEi5cqVIzU1lTNnzqDX6/P4CIR4MbmLCyGEKPAKFy7Mr7/+irW1NWvXriUkJIRatWppAc3SpUt5+PAhAwYMMEg0cejQIczMzIyq6yn8X4bXW7ducf78ecaPH0/lypUBmDVrFjqdjkGDBgFoAaODg4O2fWZmpgSKwmjkvD9ERUVx8uRJIiMjady4MaGhoUyaNImUlBSGDx9O3bp1OXr0KPPmzcPCwoLPPvtM5h4V+ZqclUIIIQo8STTx8r777juWLl2KjY2NFihmj6Xy8fFBp9Ph7u5OUlISgwYNMgimjSmwFsZr586dfPjhh9r5vnDhQn755ReKFy+Oo6MjAM7OzgBMmjQJnU7HkCFDcHR0ZNSoUdp+5OWKyM+kU7QQQogCKSsrS/u3iYkJZcqU4fr165w+fRq9Xk+XLl24cOGCwTyJdevWpUOHDjg6OmJiYkJWVpbRPsS99957pKSkcPz4ce7evQug1QnAzJkzcXV1Zc2aNRIcCqPj4eHB2rVryTmaKzExkbCwME6cOEFMTIy23NnZmalTp3LkyBGmT5/OxYsXDfYl14/Iz2TMohBCiAIn5/ih9evXc/nyZerWrUuDBg2wtrbm/v37tG3bloyMDIKDg3FwcGDAgAFUqFCBmTNnGmxvDP4o++Lp06dxcnKibt26BAUFYW1tnWv97LoytjoTxu3GjRvY2Nig1+s5c+aMNv55+fLljBs3jr59+zJs2DDKly+vbRMYGMj27dsJCAiQJDbitSHBohBCiAJFEk28nJyBX0REBDExMVhZWVG9enVq165NVFQUTk5ONGnShJUrV2JlZQUY1rMEisJYhYSE4OPjw8iRI3F1dQXA19cXHx8fXFxccHd3NwgYs8n0GOJ1YZx9a4QQQhRIkmji5WU/sHp6erJu3Trs7OywtLQkKiqKgIAAPvzwQyIjI3FycmLAgAEsW7aMkiVLGgSHEigKY+Xo6IiNjQ2BgYGYmJjg4uLC8OHDgWfJoExMTBg4cCAVK1Y02E4CRfG6MJ5fQyGEEAWWJJr4ewIDAwkICCAsLIzGjRuzYMECIiIiuH//PvBsLGdERAT169enatWqzJw5M49LLET+UKlSJRYtWsTw4cNZsWIFgBYw6nQ6Ro0ahb29vTZ/qxCvG+P7RRRCCFGgeHh48OjRI9q0aaO1cGUnmrCzsyMmJoYqVaoAzwJGnU6Ht7c3Dx8+ZObMmVqmTzCeRBPZ3Uazu8JFR0fTtWtXGjduTFhYGOPGjWPJkiX06NGDxMRE7t27R926dTl//nyuFhIhjJ2DgwO+vr5awKjT6ejTpw/Dhg2jdOnSfPLJJ3ldRCH+ZzJmUQghxGtNEk28nJxjpVJSUrCwsGD8+PHo9XoaNGhAr169mD17Nu7u7iilCA4O5saNGwwdOpSiRYsCGN28k0L8FTExMYwYMYKUlBScnZ1xc3PTvpNrRryujOsXUgghRIFja2uLXq8nJCQEV1dXfvzxRwAGDBjAxIkTWb16NYsXLyY2Nlbbpk+fPgQFBRlMBWEMIiIiuHr1KgBjx45lzJgxwLM69PPzo2fPnlqgCJCQkMCqVat4/PixFiiC8bTACvEyHBwcmD9/PomJiURHRxt8J9eMeF1Jy6IQQogC4dKlSwwbNozMzEz69u2Li4sL8Cwz4axZs+jbt+8LE00Yi+TkZBo1akRKSgrNmjVjw4YN7N+/X2uJ7devH2vWrGHz5s04ODiQlZXFiBEjuHfvHocPHzbKsZxC/C9u3bpFqVKljK7XgiiYJFgUQghRYMTExDB8+HCSkpLo37+/FjAuWLCAUaNGsWDBAqNPNGFtbU1qaiohISF07NhRy/6anp6Os7MzUVFRPH78mOrVq6PX6/npp5/Q6/XSjU6IlyTTY4iCQIJFIYQQBUrOgHHAgAH06dMHgNDQUD755BOjDXgyMzOJj4/H0dGRN954g0KFChEaGkqVKlUM5kk8dOgQDx48oHTp0tSrVw8TExOjm05ECCHEMxIsCiGEKHAk0cQzOVs2sgPCzMxMMjIyaNq0KampqWzYsEHLFgvPuqsWLlz4hfsQQghhXOTuL4QQosCRRBPPgsPsIG/9+vXMnj2byMhIHj9+jLm5OZGRkZibm9OtWzeio6NJSkqiR48efP3119r2IJOHCyGEMZOWRSGEEAWWsSaayNmtdNy4cfj5+VG5cmVOnz6Nm5sbgwcPpk6dOjx48AAnJycuXrxIuXLlSE1N5cyZM+j1+jw+AiGEEPmBDEAQQghRYJUpUwYwrq6UObvZRkVFcfLkSSIjI2ncuDGhoaFMmjSJlJQUhg8fTt26dTl69Cjz5s3DwsKCzz77DDMzMxmjKIQQApCWRSGEEKJA2LlzJx9++KH2eeHChfzyyy9kZWURGBiotRZmB4zNmjVjyJAhODo6GuzHmMZ0CiGE+HPy2lAIIYR4zXl4ePDo0SPatGmjdT9NTEwkLCwMOzs7YmJitCQ2zs7O6HQ6vL29efjwITNnzqRy5craviRQFEIIkU1aFoUQQojX3I0bN7CxsUGv13PmzBlq1aoFwPLlyxk3bhx9+/Zl2LBhlC9fXtsmMDCQ7du3ExAQYDRddIUQQrwcCRaFEEKIAiIkJAQfHx9GjhyJq6srAL6+vvj4+ODi4oK7u7tBwJjNmMZ0CiGE+OukG6oQQghRQDg6OmJjY0NgYCAmJia4uLgwfPhwAGbNmoWJiQkDBw6kYsWKBttJoCiEEOJF5NdBCCGEKCAqVarEokWLMDc3Z8WKFQQEBAAwfPhwvLy88PHxITIyMo9LKYQQ4nUh3VCFEEKIAiYmJobhw4eTlJTEgAED6NOnD/AsE+onn3wiSWyEEEL8JRIsCiGEEAVQTEwMI0aMICUlBWdnZ9zc3LTvZHoMIYQQf4V0QxVCCCEKIAcHB+bPn09iYiLR0dEG30mgKIQQ4q+QlkUhhBCiALt16xalSpWSJDZCCCFemgSLQgghhBGQ6TGEEEK8LAkWhRBCCCGEEELkIq8YhRBCCCGEEELkIsGiEEIIIYQQQohcJFgUQgghhBBCCJGLBItCCCGEEEIIIXKRYFEIIYQQQgghRC4SLAohhBBCCCGEyEWCRSGEEEIIIYQQuUiwKIQQQgghhBAiFwkWhRBCCCGEEELk8v8AAuroZA+WwjgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostics_data = setup.run_diagnostics(\n",
    "    default_handlers=(\"max\",),\n",
    ")\n",
    "setup.plot_diagnostics(diagnostics_data, key=\"max\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Grouping grids\n",
    "\n",
    "If our model operates on a lot of grids, it might be difficult to visualize them all in one picture. Instead, we can gather the data from several grids into one cell, or only investigate those grids we are interested in. This is applied both to equations and variables.\n",
    "To do so, we use the an argument `grouping`.\n",
    "\n",
    "The possible values are:\n",
    "- `grouping=\"dense\"` - group all grids into one cell.\n",
    "- `grouping=\"subdomains\"` - investigate only the subdomains. Each subdomain is treated in a separate cell.\n",
    "- `grouping=\"interfaces\"` - the same as \"subdomains\", but for interfaces.\n",
    "- custom - see further."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostics_data = setup.run_diagnostics(grouping=\"dense\")\n",
    "setup.plot_diagnostics(diagnostics_data, key=\"max\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostics_data = setup.run_diagnostics(grouping=\"subdomains\")\n",
    "setup.plot_diagnostics(diagnostics_data, key=\"max\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostics_data = setup.run_diagnostics(grouping=\"interfaces\")\n",
    "setup.plot_diagnostics(diagnostics_data, key=\"max\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Custom grouping\n",
    "\n",
    "We can group grids however we want. For this, set the `grouping` argument with the list of lists of grids.\n",
    "The outer list corresponds to separate blocks. The grids within one inner list are gathered to one cell.\n",
    "\n",
    "For instance, let's investigate only the 1D subdomain and the interface:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[Grid history: Compute geometry\n",
       "  Number of cells 4\n",
       "  Number of faces 5\n",
       "  Number of nodes 5\n",
       "  Dimension 1],\n",
       " [Mortar grid with history , mortar_grid and id 1.\n",
       "  Dimension 1 and codimension 1\n",
       "  Number of cells 8\n",
       "  Number of sides 2\n",
       "  Number of cells in lower-dimensional neighbor 4\n",
       "  Number of faces in higher-dimensional neighbor 44]]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subdomains = setup.mdg.subdomains()  # It includes [2D subdomain, 1D subdomain]\n",
    "interfaces = setup.mdg.interfaces()\n",
    "grouping = [[subdomains[1]], [interfaces[0]]]\n",
    "grouping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diagnostics_data = setup.run_diagnostics(grouping=grouping)\n",
    "setup.plot_diagnostics(diagnostics_data, key=\"max\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Custom handlers\n",
    "We can add custom functions to be applied to each block for diagnostical purposes.\n",
    "It can be done with `additional_handlers` argument. Provide it with the handler name and the function.\n",
    "\n",
    "For example, we want to know the size of each block matrix (assuming they are square):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def get_block_size(mat, equation_name, variable_name):\n",
    "    return mat.shape[0]\n",
    "\n",
    "\n",
    "diagnostics_data = setup.run_diagnostics(\n",
    "    additional_handlers={\"block_size\": get_block_size},\n",
    ")\n",
    "\n",
    "# The method allows passing additional keyword arguments to seaborn. Here, we pass \"fmt\"\n",
    "# to prevent it from using scientific notation formatting.\n",
    "setup.plot_diagnostics(\n",
    "    diagnostics_data,\n",
    "    key=\"block_size\",\n",
    "    fmt=\"\",\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All the information regarding the subdomains is returned from `run_diagnostics`. Here, we store in the `diagnostics_data`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is_empty_block\n",
      "variable_name\n",
      "equation_name\n",
      "equation_printed_name\n",
      "variable_printed_name\n",
      "block_dofs_row\n",
      "block_dofs_col\n",
      "block_size\n",
      "max\n"
     ]
    }
   ],
   "source": [
    "for key in diagnostics_data[0, 0].keys():\n",
    "    print(key)"
   ]
  },
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    "# What we have explored\n",
    "\n",
    "The diagnostics mixin allows for visualizing properties of the discretized system of equations blocks in PorePy. It is useful to take these properties into account when developing and debugging a new model, or optimizing the performance of an existing one.\n",
    "\n",
    "We can group the blocks however we need and investigate only a subset of the grids we need.\n",
    "\n",
    "We can add custom handlers for tailored diagnostics."
   ]
  }
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